{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Iterating over multiple refutation tests\n",
    "The objective of this notebook is to compare the ability of refuters to detect the problems in a given set of estimators.\n",
    "Note:\n",
    "This notebook makes use of the optional dependencies:\n",
    "- pygraphviz\n",
    "- causalml"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dowhy.datasets import linear_dataset\n",
    "from dowhy import CausalModel\n",
    "import causalml\n",
    "\n",
    "# Config dict to set the logging level\n",
    "import logging.config\n",
    "DEFAULT_LOGGING = {\n",
    "    'version': 1,\n",
    "    'disable_existing_loggers': False,\n",
    "    'loggers': {\n",
    "        '': {\n",
    "            'level': 'WARN',\n",
    "        },\n",
    "    }\n",
    "}\n",
    "\n",
    "logging.config.dictConfig(DEFAULT_LOGGING)\n",
    "# Disabling warnings output\n",
    "import warnings\n",
    "from sklearn.exceptions import DataConversionWarning\n",
    "warnings.filterwarnings(action='ignore', category=DataConversionWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspection Parameters\n",
    "These parameters give us the option of inspecting the intermediate steps to sanity check the steps performed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "inspect_datasets = True\n",
    "inspect_models = True\n",
    "inspect_identified_estimands = True\n",
    "inspect_estimates = True\n",
    "inspect_refutations = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimator List\n",
    "We pass a list of strings, corresponding to the estimators of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator_list = [\"backdoor.propensity_score_matching\", \"backdoor.propensity_score_weighting\", \"backdoor.causalml.inference.meta.LRSRegressor\"]\n",
    "method_params= [ None, None, { \"init_params\":{} } ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refuter List\n",
    "A list of strings, corresponding to each refuter we wish to run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "refuter_list = [\"bootstrap_refuter\", \"data_subset_refuter\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters for creating the Dataset\n",
    "TREATMENT_IS_BINARY = True\n",
    "BETA = 10\n",
    "NUM_SAMPLES = 5000\n",
    "NUM_CONFOUNDERS = 5\n",
    "NUM_INSTRUMENTS = 3\n",
    "NUM_EFFECT_MODIFIERS = 2\n",
    "\n",
    "# Creating a Linear Dataset with the given parameters\n",
    "linear_data = linear_dataset(\n",
    "            beta = BETA,\n",
    "            num_common_causes = NUM_CONFOUNDERS,\n",
    "            num_instruments = NUM_INSTRUMENTS,\n",
    "            num_effect_modifiers = NUM_EFFECT_MODIFIERS,\n",
    "            num_samples = NUM_SAMPLES,\n",
    "            treatment_is_binary = True\n",
    "        )\n",
    "# Other datasets come here \n",
    "\n",
    "\n",
    "# Append them together in an array\n",
    "datasets = [linear_data]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "####### Dataset 1###########################################################################################\n",
      "         X0        X1   Z0        Z1   Z2        W0        W1        W2  \\\n",
      "0  0.815561  1.382192  0.0  0.032699  0.0 -0.349572 -1.011814 -1.409937   \n",
      "1  0.565588 -0.121230  0.0  0.191581  0.0  1.500906 -1.133247 -1.990940   \n",
      "2  0.641187 -0.785662  1.0  0.959832  0.0  0.172375  0.482692 -2.712835   \n",
      "3  0.076662  1.159605  0.0  0.428127  0.0  2.273463  0.327248  1.290102   \n",
      "4  0.861989  0.494334  0.0  0.553362  0.0  0.904391  0.469244  0.403471   \n",
      "\n",
      "         W3        W4     v0          y  \n",
      "0 -0.294557 -1.073794  False  -7.431833  \n",
      "1  0.572827  0.111985   True  10.881939  \n",
      "2  0.575473  0.166511   True  14.268640  \n",
      "3  0.401685 -0.335078   True  18.930332  \n",
      "4  1.122946  1.625132   True  21.673668  \n",
      "#############################################################################################################\n"
     ]
    }
   ],
   "source": [
    "dataset_num = 1\n",
    "if inspect_datasets is True:\n",
    "    for data in datasets:\n",
    "        print(\"####### Dataset {}###########################################################################################\".format(dataset_num))\n",
    "        print(data['df'].head())\n",
    "        print(\"#############################################################################################################\")\n",
    "        dataset_num += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the CausalModels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = []\n",
    "for data in datasets:\n",
    "    model = CausalModel(\n",
    "                data = data['df'],\n",
    "                treatment = data['treatment_name'],\n",
    "                outcome = data['outcome_name'],\n",
    "                graph = data['gml_graph']\n",
    "            )\n",
    "    models.append(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "####### Model 1#############################################################################################\n",
      "Common Causes: ['Unobserved Confounders', 'W2', 'W4', 'W3', 'W1', 'W0']\n",
      "Effect Modifiers: ['X1', 'X0']\n",
      "Instruments: ['Z1', 'Z2', 'Z0']\n",
      "Outcome: ['y']\n",
      "Treatment: ['v0']\n",
      "#############################################################################################################\n"
     ]
    }
   ],
   "source": [
    "model_num = 1\n",
    "if inspect_models is True:\n",
    "    for model in models:\n",
    "        print(\"####### Model {}#############################################################################################\".format(model_num))\n",
    "        print(\"Common Causes:\",model._common_causes)\n",
    "        print(\"Effect Modifiers:\",model._effect_modifiers)\n",
    "        print(\"Instruments:\",model._instruments)\n",
    "        print(\"Outcome:\",model._outcome)\n",
    "        print(\"Treatment:\",model._treatment)\n",
    "        print(\"#############################################################################################################\")\n",
    "        model_num += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identify Effect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "identified_estimands = []\n",
    "for model in models:\n",
    "    identified_estimand = model.identify_effect(proceed_when_unidentifiable=True)\n",
    "    identified_estimands.append(identified_estimand)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identified Estimands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "####### Identified Estimand 1#####################################################################################\n",
      "Estimand type: nonparametric-ate\n",
      "\n",
      "### Estimand : 1\n",
      "Estimand name: backdoor\n",
      "Estimand expression:\n",
      "  d                                       \n",
      "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n",
      "d[v₀]                                     \n",
      "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n",
      "\n",
      "### Estimand : 2\n",
      "Estimand name: iv\n",
      "Estimand expression:\n",
      "Expectation(Derivative(y, [Z1, Z2, Z0])*Derivative([v0], [Z1, Z2, Z0])**(-1))\n",
      "Estimand assumption 1, As-if-random: If U→→y then ¬(U →→{Z1,Z2,Z0})\n",
      "Estimand assumption 2, Exclusion: If we remove {Z1,Z2,Z0}→{v0}, then ¬({Z1,Z2,Z0}→y)\n",
      "\n",
      "### Estimand : 3\n",
      "Estimand name: frontdoor\n",
      "No such variable found!\n",
      "\n",
      "###################################################################################################################\n"
     ]
    }
   ],
   "source": [
    "estimand_count = 1\n",
    "for estimand in identified_estimands:\n",
    "    print(\"####### Identified Estimand {}#####################################################################################\".format(estimand_count))\n",
    "    print(estimand)\n",
    "    print(\"###################################################################################################################\")\n",
    "    estimand_count += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate Effect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "/home/amit/py-envs/env3.8/lib/python3.8/site-packages/sklearn/utils/validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "0    -1.409937 -1.073794 -0.294557 -1.011814  1.382192 -0.349572  0.815561   \n",
      "1    -1.990940  0.111985  0.572827 -1.133247 -0.121230  1.500906  0.565588   \n",
      "2    -2.712835  0.166511  0.575473  0.482692 -0.785662  0.172375  0.641187   \n",
      "3     1.290102 -0.335078  0.401685  0.327248  1.159605  2.273463  0.076662   \n",
      "4     0.403471  1.625132  1.122946  0.469244  0.494334  0.904391  0.861989   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4995 -1.523082  2.356658 -1.326664  0.655229  1.413582  2.273291  0.934879   \n",
      "4996 -1.116186 -0.792025 -0.800518  0.969778  1.004574  1.004584 -1.038316   \n",
      "4997 -1.052103  0.112904  0.015627 -1.293327  0.701666  1.729135  0.214009   \n",
      "4998  0.671167  1.218955  0.577825  0.073284 -1.145990  0.997583  0.831404   \n",
      "4999 -1.667117 -0.272001  0.464098  0.107621 -1.471820  1.069207  0.122401   \n",
      "\n",
      "            X1        X0  \n",
      "0     1.382192  0.815561  \n",
      "1    -0.121230  0.565588  \n",
      "2    -0.785662  0.641187  \n",
      "3     1.159605  0.076662  \n",
      "4     0.494334  0.861989  \n",
      "...        ...       ...  \n",
      "4995  1.413582  0.934879  \n",
      "4996  1.004574 -1.038316  \n",
      "4997  0.701666  0.214009  \n",
      "4998 -1.145990  0.831404  \n",
      "4999 -1.471820  0.122401  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 0       -7.431833\n",
      "1       10.881939\n",
      "2       14.268640\n",
      "3       18.930332\n",
      "4       21.673668\n",
      "          ...    \n",
      "4995    10.630741\n",
      "4996    12.751352\n",
      "4997    10.265862\n",
      "4998    16.215069\n",
      "4999    11.069029\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 0       False\n",
      "1        True\n",
      "2        True\n",
      "3        True\n",
      "4        True\n",
      "        ...  \n",
      "4995    False\n",
      "4996     True\n",
      "4997     True\n",
      "4998     True\n",
      "4999     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n"
     ]
    }
   ],
   "source": [
    "estimate_list = []\n",
    "for i in range(len(identified_estimands)):\n",
    "    for j in range(len(estimator_list)):\n",
    "        estimate = model.estimate_effect(\n",
    "                        identified_estimands[i],\n",
    "                        method_name=estimator_list[j],\n",
    "                        method_params=method_params[j]\n",
    "                  )\n",
    "        estimate_list.append(estimate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "####### Estimand 1#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "<class 'dowhy.causal_estimators.propensity_score_matching_estimator.PropensityScoreMatchingEstimator'>\n",
      "\n",
      "*** Causal Estimate ***\n",
      "\n",
      "## Identified estimand\n",
      "Estimand type: nonparametric-ate\n",
      "\n",
      "### Estimand : 1\n",
      "Estimand name: backdoor\n",
      "Estimand expression:\n",
      "  d                                       \n",
      "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n",
      "d[v₀]                                     \n",
      "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n",
      "\n",
      "## Realized estimand\n",
      "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n",
      "Target units: ate\n",
      "\n",
      "## Estimate\n",
      "Mean value: 13.879166147783451\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Estimand 2#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "<class 'dowhy.causal_estimators.propensity_score_weighting_estimator.PropensityScoreWeightingEstimator'>\n",
      "\n",
      "*** Causal Estimate ***\n",
      "\n",
      "## Identified estimand\n",
      "Estimand type: nonparametric-ate\n",
      "\n",
      "### Estimand : 1\n",
      "Estimand name: backdoor\n",
      "Estimand expression:\n",
      "  d                                       \n",
      "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n",
      "d[v₀]                                     \n",
      "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n",
      "\n",
      "## Realized estimand\n",
      "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n",
      "Target units: ate\n",
      "\n",
      "## Estimate\n",
      "Mean value: 14.961425818165385\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Estimand 3#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "<class 'dowhy.causal_estimators.causalml.Causalml'>\n",
      "\n",
      "*** Causal Estimate ***\n",
      "\n",
      "## Identified estimand\n",
      "Estimand type: nonparametric-ate\n",
      "\n",
      "### Estimand : 1\n",
      "Estimand name: backdoor\n",
      "Estimand expression:\n",
      "  d                                       \n",
      "─────(Expectation(y|W2,W4,W3,W1,X1,W0,X0))\n",
      "d[v₀]                                     \n",
      "Estimand assumption 1, Unconfoundedness: If U→{v0} and U→y then P(y|v0,W2,W4,W3,W1,X1,W0,X0,U) = P(y|v0,W2,W4,W3,W1,X1,W0,X0)\n",
      "\n",
      "## Realized estimand\n",
      "b: y~v0+W2+W4+W3+W1+X1+W0+X0\n",
      "Target units: ate\n",
      "\n",
      "## Estimate\n",
      "Mean value: [12.82779527]\n",
      "Effect estimates: [[12.82779527]\n",
      " [12.82779527]\n",
      " [12.82779527]\n",
      " ...\n",
      " [12.82779527]\n",
      " [12.82779527]\n",
      " [12.82779527]]\n",
      "\n",
      "########################################################################################################\n",
      "\n"
     ]
    }
   ],
   "source": [
    "estimand_count = 1\n",
    "if inspect_estimates is True:\n",
    "    for estimand in estimate_list:\n",
    "        print(\"####### Estimand {}#######################################################################################\".format(estimand_count))\n",
    "        print(\"*** Class Name ***\")\n",
    "        print()\n",
    "        print(estimand.params['estimator_class'])\n",
    "        print()\n",
    "        print(estimand)\n",
    "        print(\"########################################################################################################\")\n",
    "        print()\n",
    "        estimand_count += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refute Estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "93   -1.128470  0.803796 -0.849364  0.266145 -0.898931  1.769310  0.072095   \n",
      "1088  0.002826  1.175457 -0.165811 -1.036364  1.492922  1.770450  1.134532   \n",
      "2172 -0.340529  1.923116  2.123854 -1.499390 -1.321158  0.995319 -0.686868   \n",
      "3285 -0.486722  1.118134  1.452272 -0.987275  0.016285  0.150814  0.190272   \n",
      "1057 -0.426275 -0.112688  0.936973  0.997815 -1.062028  1.102444  2.198371   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4823 -0.720302  0.888529  0.723755 -1.820770 -0.491517  1.266704 -0.325428   \n",
      "3292 -1.883412  1.381702  0.630555  0.523012  0.600994  1.470406  1.104361   \n",
      "1444 -1.077868 -0.810679  0.525418 -0.806209 -1.114339  0.198871  0.831400   \n",
      "236  -0.951846 -0.671687  0.649086 -0.822443  1.232260  0.638697  0.966714   \n",
      "239  -1.521737 -0.147820 -1.469830 -1.244154  1.264690  0.450694 -0.536106   \n",
      "\n",
      "            X1        X0  \n",
      "93   -0.898931  0.072095  \n",
      "1088  1.492922  1.134532  \n",
      "2172 -1.321158 -0.686868  \n",
      "3285  0.016285  0.190272  \n",
      "1057 -1.062028  2.198371  \n",
      "...        ...       ...  \n",
      "4823 -0.491517 -0.325428  \n",
      "3292  0.600994  1.104361  \n",
      "1444 -1.114339  0.831400  \n",
      "236   1.232260  0.966714  \n",
      "239   1.264690 -0.536106  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 93      14.002035\n",
      "1088    18.198535\n",
      "2172     7.071185\n",
      "3285     9.938453\n",
      "1057    23.233456\n",
      "          ...    \n",
      "4823     4.814064\n",
      "3292    22.584796\n",
      "1444     7.744684\n",
      "236     10.675933\n",
      "239     -5.674551\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 93       True\n",
      "1088     True\n",
      "2172     True\n",
      "3285     True\n",
      "1057     True\n",
      "        ...  \n",
      "4823     True\n",
      "3292     True\n",
      "1444     True\n",
      "236      True\n",
      "239     False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3766  0.705785  0.519483  0.373609 -0.382871  0.940863  0.572413 -0.137014   \n",
      "1937 -0.927061  0.260515  1.949281 -0.826676  2.047490  1.082525 -0.552054   \n",
      "4521 -1.280717  1.573800  1.455551 -0.517148  1.354690  1.301090 -0.405578   \n",
      "2910  0.802627 -0.593973  0.066746 -0.847901  0.956710  0.489640 -0.719291   \n",
      "2089 -0.186005  1.435422 -1.493089 -1.310541  0.544113  2.001583  0.953466   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2621 -0.771403 -1.364822  0.818501 -0.352753  1.347089  0.241284 -1.330746   \n",
      "2837 -1.286418  0.852655 -0.573994 -1.156086  2.595357 -0.045077  2.754514   \n",
      "2562 -0.588970 -0.087310  1.449469 -0.864397  1.899294  2.735263  0.515756   \n",
      "252   0.905816  1.559438  0.852178 -1.485987 -1.072765  0.958362  0.645487   \n",
      "2917  0.039117 -1.094309  1.054458 -2.824041  0.345335 -1.323637 -0.383539   \n",
      "\n",
      "            X1        X0  \n",
      "3766  0.940863 -0.137014  \n",
      "1937  2.047490 -0.552054  \n",
      "4521  1.354690 -0.405578  \n",
      "2910  0.956710 -0.719291  \n",
      "2089  0.544113  0.953466  \n",
      "...        ...       ...  \n",
      "2621  1.347089 -1.330746  \n",
      "2837  2.595357  2.754514  \n",
      "2562  1.899294  0.515756  \n",
      "252  -1.072765  0.645487  \n",
      "2917  0.345335 -0.383539  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3766    11.987051\n",
      "1937    11.837503\n",
      "4521    16.144046\n",
      "2910     6.598981\n",
      "2089    13.085114\n",
      "          ...    \n",
      "2621     5.696583\n",
      "2837    17.576338\n",
      "2562    18.838240\n",
      "252     11.018144\n",
      "2917   -17.048424\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3766     True\n",
      "1937     True\n",
      "4521     True\n",
      "2910     True\n",
      "2089     True\n",
      "        ...  \n",
      "2621     True\n",
      "2837     True\n",
      "2562     True\n",
      "252      True\n",
      "2917    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3120  0.030133 -1.578504  1.107558 -1.063730  0.449537  0.710989  1.174442   \n",
      "2744  1.110717  1.080912  1.269319 -0.392650  0.557287  0.372931  1.556674   \n",
      "3145  0.093074 -1.462376  0.907807  0.308703 -1.720340  1.076785 -1.509002   \n",
      "2666 -1.720909 -0.880539  0.453326 -0.640901 -1.192202  0.164446 -0.393032   \n",
      "4539 -0.076548 -1.000856 -0.782063  0.897225  0.221707  2.243186  3.138771   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1570 -0.065932 -0.771146  1.365195 -0.379087 -2.700320  2.311231  1.361967   \n",
      "877  -0.460566 -0.150479  1.189769 -0.833921 -0.784373  3.106751 -0.699459   \n",
      "3739 -1.392188 -0.902102 -0.603839 -1.730818  2.358897  1.485747  1.427637   \n",
      "3265 -3.583440 -0.207926 -1.251573 -1.921912  1.122571 -0.622592  0.065013   \n",
      "220  -0.250070  1.078181 -0.679491 -2.057915  1.274275 -0.309054  2.202287   \n",
      "\n",
      "            X1        X0  \n",
      "3120  0.449537  1.174442  \n",
      "2744  0.557287  1.556674  \n",
      "3145 -1.720340 -1.509002  \n",
      "2666 -1.192202 -0.393032  \n",
      "4539  0.221707  3.138771  \n",
      "...        ...       ...  \n",
      "1570 -2.700320  1.361967  \n",
      "877  -0.784373 -0.699459  \n",
      "3739  2.358897  1.427637  \n",
      "3265  1.122571  0.065013  \n",
      "220   1.274275  2.202287  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3120     9.205212\n",
      "2744    17.458570\n",
      "3145     4.653603\n",
      "2666     3.138149\n",
      "4539    27.484782\n",
      "          ...    \n",
      "1570    14.334940\n",
      "877     10.457742\n",
      "3739    11.217661\n",
      "3265   -11.955311\n",
      "220     -8.826730\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3120     True\n",
      "2744     True\n",
      "3145     True\n",
      "2666     True\n",
      "4539     True\n",
      "        ...  \n",
      "1570     True\n",
      "877      True\n",
      "3739     True\n",
      "3265    False\n",
      "220     False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2661 -1.280735 -1.099812  1.356750  0.321320  0.437382  1.220247 -1.256277   \n",
      "355  -0.705903  0.261021  1.627123  0.478537  0.677975  1.049893 -0.564608   \n",
      "4767 -1.052029  1.568160  1.113557  0.036574  2.025595  1.979423 -0.549465   \n",
      "4912 -1.031257  0.466402  1.224127 -1.086360 -0.643689  2.057229  0.052169   \n",
      "3973 -1.291226 -0.702398  0.290860  0.889324  0.171737  0.893152  0.348044   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3760 -1.600854  1.264672  2.406585 -0.140576  0.612423  0.220596  0.571501   \n",
      "2976 -0.135394  1.033128  1.787401 -0.074463  0.800613  0.363257  0.414248   \n",
      "2795  0.070270  1.617862  2.020218 -0.366755  3.860018  1.202944  2.417506   \n",
      "2591 -1.636970  1.187440 -0.401007 -1.005131  0.939129  2.095031 -0.437921   \n",
      "3499  0.016486  0.394242 -1.204821 -0.921041  0.631624  0.382952  1.023271   \n",
      "\n",
      "            X1        X0  \n",
      "2661  0.437382 -1.256277  \n",
      "355   0.677975 -0.564608  \n",
      "4767  2.025595 -0.549465  \n",
      "4912 -0.643689  0.052169  \n",
      "3973  0.171737  0.348044  \n",
      "...        ...       ...  \n",
      "3760  0.612423  0.571501  \n",
      "2976  0.800613  0.414248  \n",
      "2795  3.860018  2.417506  \n",
      "2591  0.939129 -0.437921  \n",
      "3499  0.631624  1.023271  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2661     8.514343\n",
      "355     15.428098\n",
      "4767    19.739730\n",
      "4912    11.297899\n",
      "3973    15.308959\n",
      "          ...    \n",
      "3760    17.457258\n",
      "2976    16.961689\n",
      "2795    29.952978\n",
      "2591    12.192883\n",
      "3499    -3.942523\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2661     True\n",
      "355      True\n",
      "4767     True\n",
      "4912     True\n",
      "3973     True\n",
      "        ...  \n",
      "3760     True\n",
      "2976     True\n",
      "2795     True\n",
      "2591     True\n",
      "3499    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4370  1.157675  1.047775  1.503989 -1.278366 -0.921367  2.548336  2.112991   \n",
      "4653 -1.061666 -0.125984  0.847355 -0.891992 -0.815047  1.907783  0.978523   \n",
      "1360 -0.052371  0.028751  0.145399 -2.014764 -1.332931 -0.165902 -0.658246   \n",
      "4256 -0.935048 -1.327718 -0.067095 -2.305079  0.100418  1.014158 -0.063243   \n",
      "239  -1.352514 -0.071005 -1.635634 -1.123763  1.304075  0.597451 -0.780659   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4704  0.489466 -0.499842  1.028875 -0.452220  0.099618 -0.099504  0.986054   \n",
      "2205  0.433751  0.648446  1.258696 -1.175802  2.307805  2.246515  1.612312   \n",
      "4820 -1.521765  1.652282  0.742704 -1.012177  1.409411  1.321403  1.021502   \n",
      "4381 -3.272863  0.968135  1.063820 -0.247689  1.521779  2.668159 -0.351991   \n",
      "2129 -0.981197 -1.270755  0.605028 -1.417201  0.653244  2.104788  1.253962   \n",
      "\n",
      "            X1        X0  \n",
      "4370 -0.921367  2.112991  \n",
      "4653 -0.815047  0.978523  \n",
      "1360 -1.332931 -0.658246  \n",
      "4256  0.100418 -0.063243  \n",
      "239   1.304075 -0.780659  \n",
      "...        ...       ...  \n",
      "4704  0.099618  0.986054  \n",
      "2205  2.307805  1.612312  \n",
      "4820  1.409411  1.021502  \n",
      "4381  1.521779 -0.351991  \n",
      "2129  0.653244  1.253962  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4370    17.574201\n",
      "4653    12.774998\n",
      "1360    -8.815314\n",
      "4256     0.386707\n",
      "239     -5.674551\n",
      "          ...    \n",
      "4704    11.024184\n",
      "2205    21.501989\n",
      "4820    16.897307\n",
      "4381    18.934708\n",
      "2129    13.294615\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4370     True\n",
      "4653     True\n",
      "1360    False\n",
      "4256     True\n",
      "239     False\n",
      "        ...  \n",
      "4704     True\n",
      "2205     True\n",
      "4820     True\n",
      "4381     True\n",
      "2129     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3782  0.168507  0.784798  1.189456 -0.780690  0.852463  0.216428  2.270378   \n",
      "4014 -2.556072  2.543305  1.101678 -0.244097  0.617215  1.379412 -0.093629   \n",
      "3128 -0.930958 -0.557656  0.764429 -0.311212  0.343489  0.909454  0.889444   \n",
      "4214 -1.930753  2.047628  0.029482 -0.214395  1.293378 -1.169465  1.730693   \n",
      "2830  0.130227 -0.875785  1.262717 -0.115966 -0.706258  0.016690  0.936511   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3756 -0.479228 -1.061039  0.714823  1.265491 -0.545748  0.301314  1.495825   \n",
      "4309  0.388822  1.216931 -0.049924  0.413226 -0.259610 -0.220817 -0.230637   \n",
      "2789 -1.230163  0.546514  3.397750 -1.636762 -0.189356 -0.061337 -1.070342   \n",
      "1017 -0.310646  0.061668 -0.903804 -0.279610  1.338362  0.914859 -0.442131   \n",
      "1561 -1.052630 -0.026267  0.705706 -0.166797  1.285767  0.389357  1.294604   \n",
      "\n",
      "            X1        X0  \n",
      "3782  0.852463  2.270378  \n",
      "4014  0.617215 -0.093629  \n",
      "3128  0.343489  0.889444  \n",
      "4214  1.293378  1.730693  \n",
      "2830 -0.706258  0.936511  \n",
      "...        ...       ...  \n",
      "3756 -0.545748  1.495825  \n",
      "4309 -0.259610 -0.230637  \n",
      "2789 -0.189356 -1.070342  \n",
      "1017  1.338362 -0.442131  \n",
      "1561  1.285767  1.294604  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3782    16.909890\n",
      "4014    18.943160\n",
      "3128    14.664329\n",
      "4214    16.995023\n",
      "2830    10.928577\n",
      "          ...    \n",
      "3756    20.607467\n",
      "4309    12.462599\n",
      "2789     4.578738\n",
      "1017    10.354932\n",
      "1561    17.282119\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3782    True\n",
      "4014    True\n",
      "3128    True\n",
      "4214    True\n",
      "2830    True\n",
      "        ... \n",
      "3756    True\n",
      "4309    True\n",
      "2789    True\n",
      "1017    True\n",
      "1561    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1357 -1.506144  0.116137  0.042825 -0.855125  1.437920  0.504459  0.164544   \n",
      "3279 -2.574014  0.234049 -0.944398  0.056567 -1.348222  0.711985  1.128497   \n",
      "3255  0.562844  2.050778  0.454447 -0.353478  0.056660  0.857282  1.078617   \n",
      "3884 -0.213045  1.964856  1.376516 -1.621999  1.196721 -0.001195 -1.668212   \n",
      "3847 -0.278301 -0.416129  0.262667 -1.743448  2.655945  1.250056  0.139821   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1528 -0.009450  1.051223  1.138346 -2.338369 -0.664575 -0.044005  0.811306   \n",
      "320  -1.140332  0.507516 -1.459739 -1.148007  3.515834  1.429095  1.201401   \n",
      "3358 -0.974626 -0.274239 -0.530205 -1.956025  0.838270  2.896032 -0.379358   \n",
      "3779 -0.823650  0.853768  2.563799  0.798687  1.751411  0.432056 -0.002358   \n",
      "3815 -1.164638  1.583760  1.371598  0.835203 -0.190626 -0.163472 -0.669569   \n",
      "\n",
      "            X1        X0  \n",
      "1357  1.437920  0.164544  \n",
      "3279 -1.348222  1.128497  \n",
      "3255  0.056660  1.078617  \n",
      "3884  1.196721 -1.668212  \n",
      "3847  2.655945  0.139821  \n",
      "...        ...       ...  \n",
      "1528 -0.664575  0.811306  \n",
      "320   3.515834  1.201401  \n",
      "3358  0.838270 -0.379358  \n",
      "3779  1.751411 -0.002358  \n",
      "3815 -0.190626 -0.669569  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1357    10.744280\n",
      "3279    13.063425\n",
      "3255    17.764606\n",
      "3884     2.525731\n",
      "3847     9.762767\n",
      "          ...    \n",
      "1528     4.325575\n",
      "320     17.191705\n",
      "3358     6.887025\n",
      "3779    21.342567\n",
      "3815    14.766265\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1357    True\n",
      "3279    True\n",
      "3255    True\n",
      "3884    True\n",
      "3847    True\n",
      "        ... \n",
      "1528    True\n",
      "320     True\n",
      "3358    True\n",
      "3779    True\n",
      "3815    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1565 -1.989112  0.105213 -0.176880  0.212156  1.539385 -0.038312  1.409801   \n",
      "459  -0.980685 -1.135691 -0.605145  1.674088  0.321524  1.730756 -0.004720   \n",
      "3557 -0.398518 -0.317816 -0.805104 -1.719579  0.742352  2.223729 -0.915839   \n",
      "716  -1.039316  1.067414  0.272723  0.091076  2.454732  1.584164 -1.459570   \n",
      "2587 -1.370915  0.946145  0.445298  0.317841 -0.166000  1.485238 -0.709976   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4347 -0.522554  0.258061 -0.240256  0.107483  0.973884  1.418282  1.024689   \n",
      "793  -1.186073  0.054422  1.716280 -1.157338 -0.659174  1.319532  1.461916   \n",
      "3291 -0.068218 -0.811883  0.509290 -0.256270  0.718146  0.311962  1.484380   \n",
      "3057 -1.125414  0.252365  2.536791 -1.115070 -1.493186  0.098063  0.241859   \n",
      "2747 -1.566687  0.181829  0.397848 -0.101460  2.331359  1.573884  0.941870   \n",
      "\n",
      "            X1        X0  \n",
      "1565  1.539385  1.409801  \n",
      "459   0.321524 -0.004720  \n",
      "3557  0.742352 -0.915839  \n",
      "716   2.454732 -1.459570  \n",
      "2587 -0.166000 -0.709976  \n",
      "...        ...       ...  \n",
      "4347  0.973884  1.024689  \n",
      "793  -0.659174  1.461916  \n",
      "3291  0.718146  1.484380  \n",
      "3057 -1.493186  0.241859  \n",
      "2747  2.331359  0.941870  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1565    17.427760\n",
      "459     18.163308\n",
      "3557     4.023927\n",
      "716     16.045114\n",
      "2587    15.248328\n",
      "          ...    \n",
      "4347    18.983305\n",
      "793     14.091336\n",
      "3291    14.691832\n",
      "3057     6.739748\n",
      "2747    21.166845\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1565    True\n",
      "459     True\n",
      "3557    True\n",
      "716     True\n",
      "2587    True\n",
      "        ... \n",
      "4347    True\n",
      "793     True\n",
      "3291    True\n",
      "3057    True\n",
      "2747    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "383  -1.286974 -0.372463  2.932323 -0.767047  0.397681  1.656389 -0.290523   \n",
      "4199  0.269021  0.296796  1.565655  0.309751  0.070115  1.211668  0.220631   \n",
      "4510  1.644293  0.872376  0.749273 -1.349053  0.582444  0.344411  0.257269   \n",
      "479  -0.617805 -0.075396  0.289749 -0.332058  1.573612  2.443023 -0.290991   \n",
      "2702  0.151187  1.018873 -1.636629  0.736300  2.050171  1.196173 -0.282112   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "603   0.487941  0.847899 -0.263960 -1.252887  0.211043  0.715374  2.170682   \n",
      "3433  0.607471  0.313742  1.849009 -0.088169  2.096118 -0.498036  1.859756   \n",
      "1416 -2.235267  0.621489  0.998520 -0.667647  1.793226  1.177323  0.323835   \n",
      "910  -1.905988 -1.067448  1.032599 -0.109196  0.929290  0.561875  0.456066   \n",
      "4923 -0.138268  1.181532  0.768821 -1.094476 -0.055811  2.071905  1.430811   \n",
      "\n",
      "            X1        X0  \n",
      "383   0.397681 -0.290523  \n",
      "4199  0.070115  0.220631  \n",
      "4510  0.582444  0.257269  \n",
      "479   1.573612 -0.290991  \n",
      "2702  2.050171 -0.282112  \n",
      "...        ...       ...  \n",
      "603   0.211043  2.170682  \n",
      "3433  2.096118  1.859756  \n",
      "1416  1.793226  0.323835  \n",
      "910   0.929290  0.456066  \n",
      "4923 -0.055811  1.430811  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 383     13.349812\n",
      "4199    17.787719\n",
      "4510     7.571562\n",
      "479     16.104166\n",
      "2702    16.544561\n",
      "          ...    \n",
      "603     15.581367\n",
      "3433    20.266489\n",
      "1416    15.631333\n",
      "910     13.288728\n",
      "4923    16.992181\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 383     True\n",
      "4199    True\n",
      "4510    True\n",
      "479     True\n",
      "2702    True\n",
      "        ... \n",
      "603     True\n",
      "3433    True\n",
      "1416    True\n",
      "910     True\n",
      "4923    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2300 -1.653093  0.155700  1.327860  0.226367  2.809622  2.118115 -0.398980   \n",
      "4472 -1.607231 -0.235052  0.193346 -1.482222  1.639041  1.920355 -0.799748   \n",
      "2201 -0.094492 -0.021788 -0.591926  0.084402  0.610917 -0.224670  0.222871   \n",
      "2843 -0.434994 -0.617562  0.625702 -1.319879  0.119611 -0.152893  0.015220   \n",
      "3005 -2.315495  0.118668  0.898099 -2.405266  0.808132  2.199287  2.152571   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "21   -1.159716  0.235530 -1.089874 -1.063745  0.476939  0.099472  0.817196   \n",
      "1361 -0.118673  0.357555  1.077620 -0.739742  0.061622  2.737252  1.708118   \n",
      "2166 -2.022931  0.464688  0.579496 -3.184107  0.892448  0.743854  1.479010   \n",
      "4189  1.665161 -0.225402  2.512350 -1.081180  0.956947  2.081235 -0.624452   \n",
      "96   -1.117022  1.035830  1.851383 -2.680069  1.337400  0.725619  1.467628   \n",
      "\n",
      "            X1        X0  \n",
      "2300  2.809622 -0.398980  \n",
      "4472  1.639041 -0.799748  \n",
      "2201  0.610917  0.222871  \n",
      "2843  0.119611  0.015220  \n",
      "3005  0.808132  2.152571  \n",
      "...        ...       ...  \n",
      "21    0.476939  0.817196  \n",
      "1361  0.061622  1.708118  \n",
      "2166  0.892448  1.479010  \n",
      "4189  0.956947 -0.624452  \n",
      "96    1.337400  1.467628  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2300    21.309708\n",
      "4472     6.395279\n",
      "2201    11.093757\n",
      "2843     3.776703\n",
      "3005    15.157312\n",
      "          ...    \n",
      "21       9.504391\n",
      "1361    20.564008\n",
      "2166   -11.396504\n",
      "4189    11.079678\n",
      "96       8.941384\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2300     True\n",
      "4472     True\n",
      "2201     True\n",
      "2843     True\n",
      "3005     True\n",
      "        ...  \n",
      "21       True\n",
      "1361     True\n",
      "2166    False\n",
      "4189     True\n",
      "96       True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1107 -2.780193  0.160977  0.638425  0.983314  3.069596 -0.463237  1.984833   \n",
      "1468  1.447252 -0.745139 -0.131472 -2.038083  0.167195  1.105965  0.234812   \n",
      "123  -0.750369  2.278511 -1.006722 -2.180406  1.545630  1.594916 -0.318047   \n",
      "523  -2.429111  0.206104 -0.224054  0.041810 -1.570886 -0.362121 -0.397793   \n",
      "4566 -0.645624  0.922682  1.309860 -0.069103  0.831990 -0.630603 -0.144920   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4681 -1.635793  0.782015 -0.902642 -2.284160  0.788349 -0.077957  0.246560   \n",
      "3369 -1.451558  1.094535  1.115966  1.394476 -0.115708  1.956958  1.480462   \n",
      "4280 -0.769388 -0.232602 -0.585198 -0.654536  0.440953  0.137086  1.155270   \n",
      "1274 -0.165084  0.907545 -1.051983  1.222830  0.948567  1.492722 -0.290754   \n",
      "2891 -0.579277  0.318855  0.276370 -0.411698  0.580633  1.858734  0.677703   \n",
      "\n",
      "            X1        X0  \n",
      "1107  3.069596  1.984833  \n",
      "1468  0.167195  0.234812  \n",
      "123   1.545630 -0.318047  \n",
      "523  -1.570886 -0.397793  \n",
      "4566  0.831990 -0.144920  \n",
      "...        ...       ...  \n",
      "4681  0.788349  0.246560  \n",
      "3369 -0.115708  1.480462  \n",
      "4280  0.440953  1.155270  \n",
      "1274  0.948567 -0.290754  \n",
      "2891  0.580633  0.677703  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1107    24.958725\n",
      "1468     3.312083\n",
      "123      8.510411\n",
      "523     -0.942021\n",
      "4566    12.538854\n",
      "          ...    \n",
      "4681    -9.753915\n",
      "3369    28.251476\n",
      "4280    11.803582\n",
      "1274     8.772153\n",
      "2891    17.771505\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1107     True\n",
      "1468     True\n",
      "123      True\n",
      "523     False\n",
      "4566     True\n",
      "        ...  \n",
      "4681    False\n",
      "3369     True\n",
      "4280     True\n",
      "1274    False\n",
      "2891     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2726 -0.368195  0.254780 -1.386007 -0.019295  3.981678  1.721587  0.899386   \n",
      "2912 -0.764881 -1.102140  1.428223 -1.508671  2.435032  1.480412  0.523325   \n",
      "3987 -0.580005  1.195455  1.770907 -1.252660  0.783794  1.648682  0.839879   \n",
      "2547  0.189121 -0.637653 -0.910387 -1.400388  0.801744 -0.336660 -1.863484   \n",
      "1033 -0.157821 -0.844584  0.362423  0.386181  0.664080  0.114542  0.583622   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1956 -1.444609 -0.520487 -0.436115 -0.594927 -1.035937  1.144816  1.024175   \n",
      "3091 -0.996752 -1.001645  0.057433 -0.608571 -0.149226  0.630850  0.334182   \n",
      "707  -1.000939  0.607256 -1.361936 -1.114522 -0.518781  1.013982  1.163680   \n",
      "2777 -0.751750  1.124063 -0.855433 -0.128689 -0.059794  1.771620  0.386780   \n",
      "2739 -1.863242  0.967146  0.637419 -1.578002  2.430646  0.750446  0.499411   \n",
      "\n",
      "            X1        X0  \n",
      "2726  3.981678  0.899386  \n",
      "2912  2.435032  0.523325  \n",
      "3987  0.783794  0.839879  \n",
      "2547  0.801744 -1.863484  \n",
      "1033  0.664080  0.583622  \n",
      "...        ...       ...  \n",
      "1956 -1.035937  1.024175  \n",
      "3091 -0.149226  0.334182  \n",
      "707  -0.518781  1.163680  \n",
      "2777 -0.059794  0.386780  \n",
      "2739  2.430646  0.499411  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2726    22.112912\n",
      "2912    10.807143\n",
      "3987    15.143257\n",
      "2547    -8.830940\n",
      "1033    14.263044\n",
      "          ...    \n",
      "1956    10.565387\n",
      "3091     6.726781\n",
      "707     -3.424906\n",
      "2777    15.153180\n",
      "2739    12.643196\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2726     True\n",
      "2912     True\n",
      "3987     True\n",
      "2547    False\n",
      "1033     True\n",
      "        ...  \n",
      "1956     True\n",
      "3091     True\n",
      "707     False\n",
      "2777     True\n",
      "2739     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2395  0.720319  1.120393 -0.230447 -1.866285  1.450341  1.184502  0.161241   \n",
      "2560 -0.452451 -1.217484  1.233221 -0.542268 -0.577549  2.023489 -0.651593   \n",
      "1768 -1.949895  1.240937 -1.827443 -1.316553  1.752469  0.803089 -0.158040   \n",
      "2289 -0.315023  1.833833 -0.793241 -2.246194  0.923906  1.260751  0.471762   \n",
      "1119 -0.676441  1.473975 -0.227810  0.679244  1.452174  1.068295  2.084409   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2685 -0.480560 -0.750820  2.008461 -0.999919  0.795610  0.820146  0.947182   \n",
      "747  -0.936058  0.117087  0.639838 -1.254691 -0.180848  0.388416  2.283315   \n",
      "2265 -1.413514  1.991999  2.238868 -0.454442  1.298440  1.955070  0.571131   \n",
      "646  -0.515357 -0.190418 -0.297702  0.068534  0.543169  0.744287 -1.117211   \n",
      "3154 -1.817040 -0.162529  0.128025 -1.101278  2.148455  1.435530  1.014504   \n",
      "\n",
      "            X1        X0  \n",
      "2395  1.450341  0.161241  \n",
      "2560 -0.577549 -0.651593  \n",
      "1768  1.752469 -0.158040  \n",
      "2289  0.923906  0.471762  \n",
      "1119  1.452174  2.084409  \n",
      "...        ...       ...  \n",
      "2685  0.795610  0.947182  \n",
      "747  -0.180848  2.283315  \n",
      "2265  1.298440  0.571131  \n",
      "646   0.543169 -1.117211  \n",
      "3154  2.148455  1.014504  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2395     7.898156\n",
      "2560     9.225417\n",
      "1768    -4.420423\n",
      "2289    -5.040933\n",
      "1119    26.540973\n",
      "          ...    \n",
      "2685    13.455174\n",
      "747     12.884785\n",
      "2265    20.182158\n",
      "646      8.919841\n",
      "3154    14.788544\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2395     True\n",
      "2560     True\n",
      "1768    False\n",
      "2289    False\n",
      "1119     True\n",
      "        ...  \n",
      "2685     True\n",
      "747      True\n",
      "2265     True\n",
      "646      True\n",
      "3154     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2696 -1.364870  0.420128  0.475316 -1.369009  0.604380  2.317316  0.459394   \n",
      "1993 -0.217571  0.526519 -1.908747 -0.831972  2.161942  1.686449  2.634364   \n",
      "2044 -0.715652 -0.075420  0.792889 -0.905362 -0.764380  0.873761  0.229638   \n",
      "20   -0.349246  0.378216  0.856067 -2.514037  2.385429  0.076684 -0.407426   \n",
      "4950 -0.247500 -0.143531  2.372209 -0.527120  0.635014  0.591116  0.609263   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2047 -1.088848 -0.184210  1.990405 -0.504302  1.389749 -1.028303 -0.497949   \n",
      "2820 -1.422498 -0.985949  0.734356 -1.369931 -0.372225  2.713903 -0.927409   \n",
      "1894 -1.473667 -0.864676  0.037326  0.259725  0.187872  0.986556  0.625168   \n",
      "4346 -1.257817  0.822730  0.571652 -1.099391 -0.068627  1.998958 -1.296894   \n",
      "1559 -2.530729 -1.126547  1.399440  1.021547  0.564091  1.539373 -0.098461   \n",
      "\n",
      "            X1        X0  \n",
      "2696  0.604380  0.459394  \n",
      "1993  2.161942  2.634364  \n",
      "2044 -0.764380  0.229638  \n",
      "20    2.385429 -0.407426  \n",
      "4950  0.635014  0.609263  \n",
      "...        ...       ...  \n",
      "2047  1.389749 -0.497949  \n",
      "2820 -0.372225 -0.927409  \n",
      "1894  0.187872  0.625168  \n",
      "4346 -0.068627 -1.296894  \n",
      "1559  0.564091 -0.098461  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2696    12.476785\n",
      "1993    -1.104538\n",
      "2044     8.980532\n",
      "20       4.167707\n",
      "4950    13.498323\n",
      "          ...    \n",
      "2047     6.994820\n",
      "2820     6.788122\n",
      "1894    15.011099\n",
      "4346     1.502381\n",
      "1559    17.417340\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2696     True\n",
      "1993    False\n",
      "2044     True\n",
      "20       True\n",
      "4950     True\n",
      "        ...  \n",
      "2047     True\n",
      "2820     True\n",
      "1894     True\n",
      "4346    False\n",
      "1559     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2561 -0.484897  0.226363 -0.758191 -0.130887  1.297499 -2.150644  0.711928   \n",
      "4743 -1.728932 -0.349017  1.364538 -1.571352  1.676577  1.987914  0.598592   \n",
      "875   0.238568  0.043023  1.562351 -1.330536  0.873605 -0.294087  0.086933   \n",
      "856  -1.312444  0.614348  0.336239 -2.127430  2.526314  0.768997  1.313535   \n",
      "4834 -1.551934  1.480958 -0.500126 -0.243009  0.112673  0.964856 -1.084456   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4524  0.730179  0.579319 -0.360896 -1.381793 -0.257285  0.427169  0.748213   \n",
      "1465 -2.029192  1.193276 -0.037512 -0.667151  0.966512  1.993078  2.523123   \n",
      "4532 -0.344307  1.184060 -0.476742  1.598517  0.253091  0.427159  1.753389   \n",
      "3638 -1.515715  0.037774  0.967880 -0.537573  1.584747  1.551933 -0.526715   \n",
      "3748 -0.663023 -0.705068 -0.477410 -1.634869 -1.153595  2.392587  2.092478   \n",
      "\n",
      "            X1        X0  \n",
      "2561  1.297499  0.711928  \n",
      "4743  1.676577  0.598592  \n",
      "875   0.873605  0.086933  \n",
      "856   2.526314  1.313535  \n",
      "4834  0.112673 -1.084456  \n",
      "...        ...       ...  \n",
      "4524 -0.257285  0.748213  \n",
      "1465  0.966512  2.523123  \n",
      "4532  0.253091  1.753389  \n",
      "3638  1.584747 -0.526715  \n",
      "3748 -1.153595  2.092478  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2561    -6.050769\n",
      "4743    12.579152\n",
      "875      7.883659\n",
      "856     13.252150\n",
      "4834     9.562492\n",
      "          ...    \n",
      "4524     7.328809\n",
      "1465    24.453602\n",
      "4532    26.149121\n",
      "3638    12.544408\n",
      "3748    12.080769\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2561    False\n",
      "4743     True\n",
      "875      True\n",
      "856      True\n",
      "4834     True\n",
      "        ...  \n",
      "4524     True\n",
      "1465     True\n",
      "4532     True\n",
      "3638     True\n",
      "3748     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2930  0.816891 -0.624747  0.282776  1.080376  0.476952  1.781672 -0.124243   \n",
      "2549 -0.021479  0.750942  2.951515 -0.655676  1.400597  1.474033  0.175765   \n",
      "487  -2.147868  0.196961 -1.549639 -0.386536 -0.119095 -0.666686 -0.082836   \n",
      "3593 -1.324269  0.583189  0.204068 -0.112259  3.404996  1.687814 -0.058589   \n",
      "356  -0.335463  0.785283  0.811776 -0.088576  1.225370  0.698511  1.079364   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1894 -1.347610 -1.014370  0.174059  0.080468  0.321570  1.042428  0.562126   \n",
      "937  -1.229442  0.891915  0.360928 -1.221777  0.920984  1.255828  0.150122   \n",
      "1920 -0.569407  0.540878  0.555210 -0.265747 -0.790213  2.929617 -1.263461   \n",
      "547  -1.179300  0.640963 -0.172484 -0.263618  1.785678  0.316629  2.627610   \n",
      "1365 -1.384922 -0.550722  0.132014 -0.025823  0.395146  0.414213  2.203149   \n",
      "\n",
      "            X1        X0  \n",
      "2930  0.476952 -0.124243  \n",
      "2549  1.400597  0.175765  \n",
      "487  -0.119095 -0.082836  \n",
      "3593  3.404996 -0.058589  \n",
      "356   1.225370  1.079364  \n",
      "...        ...       ...  \n",
      "1894  0.321570  0.562126  \n",
      "937   0.920984  0.150122  \n",
      "1920 -0.790213 -1.263461  \n",
      "547   1.785678  2.627610  \n",
      "1365  0.395146  2.203149  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2930    19.072632\n",
      "2549    18.082264\n",
      "487     -5.147515\n",
      "3593    18.981606\n",
      "356     18.685355\n",
      "          ...    \n",
      "1894    15.011099\n",
      "937     10.852838\n",
      "1920    11.967797\n",
      "547     21.205855\n",
      "1365    18.531354\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2930     True\n",
      "2549     True\n",
      "487     False\n",
      "3593     True\n",
      "356      True\n",
      "        ...  \n",
      "1894     True\n",
      "937      True\n",
      "1920     True\n",
      "547      True\n",
      "1365     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4795 -0.184554  0.651466 -0.859512  0.845198  1.217216  1.283115  1.177629   \n",
      "488  -0.540231 -0.108326  0.303858  0.123724  0.266776  1.010631 -1.767966   \n",
      "4238 -1.088480  0.685537  1.483550 -0.000584  0.003432  1.695909  0.706800   \n",
      "1680 -0.983746  0.781710  1.783859 -1.143539  1.454615  1.287499  1.890884   \n",
      "310  -1.221495  1.415167  2.389187 -0.951606  1.527704  0.796968  1.908618   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4615 -0.060912 -0.534901  0.005137  0.194882  0.371593  0.655962  0.148975   \n",
      "1247 -1.551760 -0.831530  1.493522 -1.478637  0.661415  1.387257 -1.981428   \n",
      "2821  0.316971 -0.690550  1.308457  0.151726  0.248572  1.872946  0.997598   \n",
      "1208 -1.440747 -0.153663  0.012431 -1.348935  1.519834  2.044987 -0.578417   \n",
      "2091 -2.206903  1.185969  1.478653 -1.359120 -0.585467  0.116877 -0.215197   \n",
      "\n",
      "            X1        X0  \n",
      "4795  1.217216  1.177629  \n",
      "488   0.266776 -1.767966  \n",
      "4238  0.003432  0.706800  \n",
      "1680  1.454615  1.890884  \n",
      "310   1.527704  1.908618  \n",
      "...        ...       ...  \n",
      "4615  0.371593  0.148975  \n",
      "1247  0.661415 -1.981428  \n",
      "2821  0.248572  0.997598  \n",
      "1208  1.519834 -0.578417  \n",
      "2091 -0.585467 -0.215197  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4795    23.303009\n",
      "488      8.327938\n",
      "4238    18.724564\n",
      "1680    19.370475\n",
      "310     22.109650\n",
      "          ...    \n",
      "4615    13.681754\n",
      "1247     1.067031\n",
      "2821    19.066626\n",
      "1208     8.342854\n",
      "2091     6.064881\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4795    True\n",
      "488     True\n",
      "4238    True\n",
      "1680    True\n",
      "310     True\n",
      "        ... \n",
      "4615    True\n",
      "1247    True\n",
      "2821    True\n",
      "1208    True\n",
      "2091    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4779 -0.488855  0.110844  0.964286 -0.183388 -0.194576 -1.664260 -1.138699   \n",
      "1628 -2.663701 -0.084055  2.181483  0.641542  3.786384  0.384538  0.196069   \n",
      "4342 -0.052503 -0.039730  2.690971 -0.744883 -0.531674  0.866394 -0.362741   \n",
      "3467 -2.358158  1.090200  1.584175 -0.260455  0.949957  1.933176  0.506441   \n",
      "3488 -0.878574  0.906972  1.247005 -1.052889 -0.782603  0.746432 -0.888108   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2838  0.084008  0.729025  0.245720 -1.872795  0.187893  0.757649  1.106183   \n",
      "3627 -1.880596  1.139510  1.449547 -0.878662  1.281738  1.092635 -0.600699   \n",
      "3424 -0.615282  0.360882  1.295105 -3.144078  1.013169  0.391414  1.308683   \n",
      "1485 -1.167545  1.465190 -1.005905 -1.444083 -1.100680  1.507343  0.478754   \n",
      "4929  1.092805  0.161708  4.150544 -1.492746  0.806434  1.473712  2.113809   \n",
      "\n",
      "            X1        X0  \n",
      "4779 -0.194576 -1.138699  \n",
      "1628  3.786384  0.196069  \n",
      "4342 -0.531674 -0.362741  \n",
      "3467  0.949957  0.506441  \n",
      "3488 -0.782603 -0.888108  \n",
      "...        ...       ...  \n",
      "2838  0.187893  1.106183  \n",
      "3627  1.281738 -0.600699  \n",
      "3424  1.013169  1.308683  \n",
      "1485 -1.100680  0.478754  \n",
      "4929  0.806434  2.113809  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4779     2.220059\n",
      "1628    22.199311\n",
      "4342     9.164623\n",
      "3467    19.543844\n",
      "3488     5.530933\n",
      "          ...    \n",
      "2838     9.196818\n",
      "3627    11.470294\n",
      "3424   -11.373272\n",
      "1485     8.790181\n",
      "4929    18.909540\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4779     True\n",
      "1628     True\n",
      "4342     True\n",
      "3467     True\n",
      "3488     True\n",
      "        ...  \n",
      "2838     True\n",
      "3627     True\n",
      "3424    False\n",
      "1485     True\n",
      "4929     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3952 -0.717866  0.316736  0.089666 -2.250814  0.160009  0.678351 -0.141981   \n",
      "3053  0.064726  0.027600 -0.141545 -1.017494  2.199592  2.567053 -0.420682   \n",
      "2691 -1.836581  0.748602  2.029062 -1.959387  0.875304 -0.855107  0.009715   \n",
      "2342 -1.786480 -0.622550  0.022919 -1.748757  0.966417 -0.129512 -0.396648   \n",
      "3125 -1.530242 -1.533885 -1.818091 -0.520481  0.106613  2.430825  1.264655   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "967  -1.244972  0.892458  1.175200  1.135651  1.014820 -0.817126 -1.086475   \n",
      "2862 -1.907790  0.252392  0.841859 -0.591355  0.233203  2.760985  0.125963   \n",
      "1476 -2.286735  0.615859  0.529903 -1.697197 -0.435345  0.250811  1.319601   \n",
      "1531 -1.494329  0.073398  0.536881 -0.245825  0.862264  1.395903  2.816402   \n",
      "2860 -0.643148  1.379802 -0.567437  0.871888  2.014744  0.226088  0.778123   \n",
      "\n",
      "            X1        X0  \n",
      "3952  0.160009 -0.141981  \n",
      "3053  2.199592 -0.420682  \n",
      "2691  0.875304  0.009715  \n",
      "2342  0.966417 -0.396648  \n",
      "3125  0.106613  1.264655  \n",
      "...        ...       ...  \n",
      "967   1.014820 -1.086475  \n",
      "2862  0.233203  0.125963  \n",
      "1476 -0.435345  1.319601  \n",
      "1531  0.862264  2.816402  \n",
      "2860  2.014744  0.778123  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3952     1.026384\n",
      "3053    14.307275\n",
      "2691     3.374029\n",
      "2342     0.264728\n",
      "3125    13.219122\n",
      "          ...    \n",
      "967     13.294089\n",
      "2862    15.063085\n",
      "1476     6.534670\n",
      "1531    23.695901\n",
      "2860    21.198461\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3952    True\n",
      "3053    True\n",
      "2691    True\n",
      "2342    True\n",
      "3125    True\n",
      "        ... \n",
      "967     True\n",
      "2862    True\n",
      "1476    True\n",
      "1531    True\n",
      "2860    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1972 -1.307268  0.912845 -0.164010 -1.189181  0.527371  0.500801  1.040626   \n",
      "4660 -1.502639 -0.893291  1.197237 -1.397298 -0.762692  0.895553 -0.405300   \n",
      "1278  1.008252 -0.403712  1.085879  0.016563  0.006177  3.149682 -0.252001   \n",
      "2900 -1.502667 -1.372796  0.087171  1.169693  1.471331 -1.096502 -0.220700   \n",
      "3105 -0.991344 -0.114205  0.839055  1.810704  0.602698  1.586660  0.945386   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4629 -0.692263  0.561822  0.148731 -0.203451 -0.494577  2.859550  0.491791   \n",
      "1122 -0.280942  0.114313  1.154242  0.908920  1.233767  0.956190  0.589453   \n",
      "4962 -0.586410  0.535585 -1.655520 -2.079671 -0.913373  0.788848 -0.981543   \n",
      "496  -0.556271  1.883848  2.559144 -1.108525  1.064411  1.220157  0.391274   \n",
      "1058 -0.973539 -0.859810  1.500753 -0.144657  0.156421  1.403512  0.902241   \n",
      "\n",
      "            X1        X0  \n",
      "1972  0.527371  1.040626  \n",
      "4660 -0.762692 -0.405300  \n",
      "1278  0.006177 -0.252001  \n",
      "2900  1.471331 -0.220700  \n",
      "3105  0.602698  0.945386  \n",
      "...        ...       ...  \n",
      "4629 -0.494577  0.491791  \n",
      "1122  1.233767  0.589453  \n",
      "4962 -0.913373 -0.981543  \n",
      "496   1.064411  0.391274  \n",
      "1058  0.156421  0.902241  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1972    10.307680\n",
      "4660     2.432198\n",
      "1278    18.094062\n",
      "2900    11.769625\n",
      "3105    26.548315\n",
      "          ...    \n",
      "4629    18.299130\n",
      "1122    22.294972\n",
      "4962    -8.454106\n",
      "496     16.830485\n",
      "1058    15.418614\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1972     True\n",
      "4660     True\n",
      "1278     True\n",
      "2900     True\n",
      "3105     True\n",
      "        ...  \n",
      "4629     True\n",
      "1122     True\n",
      "4962    False\n",
      "496      True\n",
      "1058     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4038 -1.205230  1.013118  0.855297 -0.392446  0.507247  0.849730  0.368979   \n",
      "4244  0.038814 -0.380933  1.042190  0.827968  1.435406  0.589255  1.006079   \n",
      "74    0.202729 -1.063977  1.891159  0.209959  0.350540  1.273272  1.243714   \n",
      "4399 -2.618871  0.960897  1.856466 -0.028437  1.506715  1.203125  2.254028   \n",
      "1354 -0.099892  1.909331 -0.566027 -1.938882  0.133647 -1.054897  1.642694   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4477 -1.015146  2.138358  0.236525 -1.704872  0.686866 -0.319544  1.866956   \n",
      "4548 -1.705420 -0.531085  3.422527 -0.208225  1.146875  0.853950 -0.072942   \n",
      "682  -0.847201  0.654351  0.010001  0.641110  2.512061  2.000387  0.043616   \n",
      "3503 -0.418006  1.389778 -0.776178  0.163904  0.676291 -0.666771  1.937402   \n",
      "2000 -0.606134  0.234267  0.491269 -1.034965  2.311014 -0.083717  0.513166   \n",
      "\n",
      "            X1        X0  \n",
      "4038  0.507247  0.368979  \n",
      "4244  1.435406  1.006079  \n",
      "74    0.350540  1.243714  \n",
      "4399  1.506715  2.254028  \n",
      "1354  0.133647  1.642694  \n",
      "...        ...       ...  \n",
      "4477  0.686866  1.866956  \n",
      "4548  1.146875 -0.072942  \n",
      "682   2.512061  0.043616  \n",
      "3503  0.676291  1.937402  \n",
      "2000  2.311014  0.513166  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4038    12.774649\n",
      "4244    21.226490\n",
      "74      19.544518\n",
      "4399    25.732972\n",
      "1354     7.600640\n",
      "          ...    \n",
      "4477    12.319087\n",
      "4548    15.172184\n",
      "682     21.437978\n",
      "3503    17.906618\n",
      "2000    10.495646\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4038    True\n",
      "4244    True\n",
      "74      True\n",
      "4399    True\n",
      "1354    True\n",
      "        ... \n",
      "4477    True\n",
      "4548    True\n",
      "682     True\n",
      "3503    True\n",
      "2000    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "892  -1.791737  0.375129  0.306120 -2.110043  1.063256  1.129207 -0.918589   \n",
      "926  -1.981675  0.887845  1.927460 -1.171855  0.926613 -0.575860 -1.123506   \n",
      "2736  0.519447  1.090287  0.599710 -0.767066 -0.564720  1.636370  1.079366   \n",
      "4491  0.222757  2.146019  0.531044 -2.616448  1.347412  2.389089  0.188989   \n",
      "2891 -0.529253  0.080999  0.213325 -0.332393  0.415781  1.872600  0.749089   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2289 -0.158360  1.688009 -0.802605 -2.132477  0.948971  1.240834  0.479485   \n",
      "750   0.225588  0.869641  1.672278 -2.107969 -0.022630 -0.916602  0.429153   \n",
      "128  -2.375125  1.003317  0.827835  1.224707 -0.966059 -0.711189  0.609848   \n",
      "336   1.331918  1.057482  1.182051  1.271880  0.952662  2.324257  0.194948   \n",
      "4767 -0.819232  1.506918  0.949247  0.126819  1.954415  1.893692 -0.480978   \n",
      "\n",
      "            X1        X0  \n",
      "892   1.063256 -0.918589  \n",
      "926   0.926613 -1.123506  \n",
      "2736 -0.564720  1.079366  \n",
      "4491  1.347412  0.188989  \n",
      "2891  0.415781  0.749089  \n",
      "...        ...       ...  \n",
      "2289  0.948971  0.479485  \n",
      "750  -0.022630  0.429153  \n",
      "128  -0.966059  0.609848  \n",
      "336   0.952662  0.194948  \n",
      "4767  1.954415 -0.480978  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 892      3.285831\n",
      "926      4.083366\n",
      "2736    15.862527\n",
      "4491     9.752117\n",
      "2891    17.771505\n",
      "          ...    \n",
      "2289    -5.040933\n",
      "750      1.834445\n",
      "128     15.994006\n",
      "336     26.063910\n",
      "4767    19.739730\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 892      True\n",
      "926      True\n",
      "2736     True\n",
      "4491     True\n",
      "2891     True\n",
      "        ...  \n",
      "2289    False\n",
      "750      True\n",
      "128      True\n",
      "336      True\n",
      "4767     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3187 -0.683858 -1.293636  0.017520 -0.124375  3.296830 -0.263460  1.319750   \n",
      "1556 -0.475405 -0.786289  1.050532  0.141323  0.443248 -0.082242  1.471138   \n",
      "673  -1.597739  1.607724  0.242396  0.316887  0.260985  0.206580  0.253186   \n",
      "1502 -0.876336  1.380664  0.544089 -0.326789 -0.433194  2.621361  0.594032   \n",
      "3428  0.491901  0.910616 -0.196939 -0.460181  0.932432  0.410205  1.712150   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4872 -2.651188  2.468924 -1.115564  0.836149 -1.207537  0.962999  1.116893   \n",
      "3481 -1.163012 -0.069156  0.490261  0.052614  0.999261  1.513078 -0.911732   \n",
      "4714 -0.799627  1.010983 -1.488175 -1.201262  0.423368  2.102233 -0.634724   \n",
      "4950 -0.137931 -0.202642  2.334479 -0.588747  0.198540  0.656568  0.579301   \n",
      "1185  0.932518 -0.517089 -1.276898 -1.136109 -1.071643  0.441362  0.768155   \n",
      "\n",
      "            X1        X0  \n",
      "3187  3.296830  1.319750  \n",
      "1556  0.443248  1.471138  \n",
      "673   0.260985  0.253186  \n",
      "1502 -0.433194  0.594032  \n",
      "3428  0.932432  1.712150  \n",
      "...        ...       ...  \n",
      "4872 -1.207537  1.116893  \n",
      "3481  0.999261 -0.911732  \n",
      "4714  0.423368 -0.634724  \n",
      "4950  0.198540  0.579301  \n",
      "1185 -1.071643  0.768155  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3187    -3.420349\n",
      "1556    15.106887\n",
      "673     16.846729\n",
      "1502    18.655886\n",
      "3428     1.004322\n",
      "          ...    \n",
      "4872     8.553338\n",
      "3481    11.880803\n",
      "4714     8.453614\n",
      "4950    13.498323\n",
      "1185     3.366897\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3187    False\n",
      "1556     True\n",
      "673      True\n",
      "1502     True\n",
      "3428    False\n",
      "        ...  \n",
      "4872    False\n",
      "3481     True\n",
      "4714     True\n",
      "4950     True\n",
      "1185     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3108 -0.328263  1.061016  0.034695 -0.506808  1.035348  0.151441  0.458753   \n",
      "4848  0.152228  1.824751 -0.151096  0.340351  0.911454  1.049466 -2.646057   \n",
      "3431 -1.526634  1.213113 -0.277780 -0.053746  1.583654  1.402241  0.292565   \n",
      "3691 -1.110182 -0.269761 -0.063324 -2.283778  1.063658  1.270170 -0.507370   \n",
      "3374 -1.221987  0.525173  0.243004  0.524452 -0.623485 -0.481894  0.904697   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "737  -2.402248  0.957269 -0.303370 -1.023332  1.305616  0.437251  0.457064   \n",
      "3972 -1.382385  0.769980 -0.806682  0.362126  1.590341  0.689719  0.922862   \n",
      "796  -1.068629 -0.474367  1.759327 -0.966119  0.550239  1.393597  0.421223   \n",
      "4940 -0.903038  0.939352  0.967497 -1.298049  0.550840  1.043860  2.516459   \n",
      "2020 -0.857669 -0.014045 -2.195459 -0.382432  2.025704  1.366200  0.096654   \n",
      "\n",
      "            X1        X0  \n",
      "3108  1.035348  0.458753  \n",
      "4848  0.911454 -2.646057  \n",
      "3431  1.583654  0.292565  \n",
      "3691  1.063658 -0.507370  \n",
      "3374 -0.623485  0.904697  \n",
      "...        ...       ...  \n",
      "737   1.305616  0.457064  \n",
      "3972  1.590341  0.922862  \n",
      "796   0.550239  0.421223  \n",
      "4940  0.550840  2.516459  \n",
      "2020  2.025704  0.096654  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3108    12.037935\n",
      "4848     8.646074\n",
      "3431    16.516334\n",
      "3691     2.388865\n",
      "3374    14.786466\n",
      "          ...    \n",
      "737     11.122964\n",
      "3972    20.270624\n",
      "796     11.997500\n",
      "4940    17.709075\n",
      "2020    -0.600041\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3108     True\n",
      "4848     True\n",
      "3431     True\n",
      "3691     True\n",
      "3374     True\n",
      "        ...  \n",
      "737      True\n",
      "3972     True\n",
      "796      True\n",
      "4940     True\n",
      "2020    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3872 -1.290060  2.455803  0.551579 -0.329422  0.882138 -0.180886 -0.056024   \n",
      "377  -0.337986 -1.053937  0.284600  0.364318 -0.200333  2.038986  1.237640   \n",
      "3490 -2.555269 -1.235069  1.125650 -1.401821  0.562307  0.785563  1.200991   \n",
      "4083  0.511464 -0.535482  1.485076 -1.065749  1.477430  0.542004 -1.360843   \n",
      "3690 -0.986705 -0.761881 -0.150546 -0.142127  2.678718  1.783465 -0.785396   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2772  0.576300  1.042291  0.858745 -0.044005  0.693870  1.293600 -1.039562   \n",
      "3351 -2.235191  0.329573  0.614013 -0.741562  0.593116  2.551934  2.127933   \n",
      "11   -2.797603  1.315566  1.794249  0.436129  2.428416  1.320750 -0.643226   \n",
      "1150  0.913950  0.122179  0.197474 -0.351638  0.322630  1.432441  2.212242   \n",
      "3684 -0.762409  0.014862 -1.130489 -0.814812  1.073779  1.302281  3.289573   \n",
      "\n",
      "            X1        X0  \n",
      "3872  0.882138 -0.056024  \n",
      "377  -0.200333  1.237640  \n",
      "3490  0.562307  1.200991  \n",
      "4083  1.477430 -1.360843  \n",
      "3690  2.678718 -0.785396  \n",
      "...        ...       ...  \n",
      "2772  0.693870 -1.039562  \n",
      "3351  0.593116  2.127933  \n",
      "11    2.428416 -0.643226  \n",
      "1150  0.322630  2.212242  \n",
      "3684  1.073779  3.289573  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3872    14.316790\n",
      "377     19.037024\n",
      "3490    11.273971\n",
      "4083     5.190224\n",
      "3690    14.096943\n",
      "          ...    \n",
      "2772    12.568987\n",
      "3351    21.882203\n",
      "11      21.088001\n",
      "1150    21.003089\n",
      "3684    21.569819\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3872    True\n",
      "377     True\n",
      "3490    True\n",
      "4083    True\n",
      "3690    True\n",
      "        ... \n",
      "2772    True\n",
      "3351    True\n",
      "11      True\n",
      "1150    True\n",
      "3684    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2235 -0.667769 -0.642551  0.012859 -0.996827  0.634324 -0.715706 -1.915616   \n",
      "4645 -2.070014 -1.071142 -0.301990 -0.816442 -0.685702  0.545276 -0.104193   \n",
      "3871 -1.121900 -0.107684 -1.079982 -2.406534  0.172154 -0.449070  1.717009   \n",
      "3104 -2.114889 -0.034813 -0.335816 -1.483023  0.994425  1.372166  2.435097   \n",
      "1189  0.607334 -1.104072 -1.750743 -0.891951  1.588373  2.639517  0.395658   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "901  -0.292793  1.076421  0.759010 -0.704540  1.158156 -0.432152  0.871402   \n",
      "3751 -1.404243 -0.838225  1.468150 -0.993932  0.270033  1.254526  0.040977   \n",
      "2010 -1.148961  0.548797  1.701165 -0.324641  0.883102  0.505080  0.765061   \n",
      "3890 -0.753158  0.563429 -0.401929 -1.050108  1.188866  1.688116  0.469383   \n",
      "403   0.428240  1.126663  0.374050 -0.011644  1.430744  1.846927  0.419823   \n",
      "\n",
      "            X1        X0  \n",
      "2235  0.634324 -1.915616  \n",
      "4645 -0.685702 -0.104193  \n",
      "3871  0.172154  1.717009  \n",
      "3104  0.994425  2.435097  \n",
      "1189  1.588373  0.395658  \n",
      "...        ...       ...  \n",
      "901   1.158156  0.871402  \n",
      "3751  0.270033  0.040977  \n",
      "2010  0.883102  0.765061  \n",
      "3890  1.188866  0.469383  \n",
      "403   1.430744  0.419823  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2235    -6.671923\n",
      "4645     5.245865\n",
      "3871   -13.662930\n",
      "3104    -4.039728\n",
      "1189    -1.294630\n",
      "          ...    \n",
      "901     13.254568\n",
      "3751     8.913336\n",
      "2010    15.509895\n",
      "3890    13.338373\n",
      "403     19.790616\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2235    False\n",
      "4645     True\n",
      "3871    False\n",
      "3104    False\n",
      "1189    False\n",
      "        ...  \n",
      "901      True\n",
      "3751     True\n",
      "2010     True\n",
      "3890     True\n",
      "403      True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2426  0.620239  0.487151  1.290623 -0.613355  0.652171  3.064702  1.529497   \n",
      "3471 -0.721306  1.638001  1.812340 -0.627342 -0.664597  0.970746 -0.168854   \n",
      "4915 -0.972721  0.573945  1.081491  1.834210  1.060622  1.104879 -0.001238   \n",
      "1466 -0.628255  0.095783  0.014316 -0.275824 -0.239596 -0.699094  1.662674   \n",
      "3676 -1.263621  1.019641  0.242173  1.312557  0.520701 -1.111486  1.444180   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1711 -0.979074 -1.398740 -0.868939  0.335228  2.747223  1.112391  2.148596   \n",
      "1793 -0.726922 -1.176293  0.030334 -0.001842 -0.188121  1.299001  0.561439   \n",
      "3964 -1.113368 -0.870996  1.316735 -1.932017  1.190716  1.309404  0.216099   \n",
      "1381  0.591940 -0.505434  0.047899 -0.852127  0.993633  1.354086  1.669213   \n",
      "4480 -0.470372 -1.139569  2.153380 -0.495453  0.381582 -0.948924  0.890479   \n",
      "\n",
      "            X1        X0  \n",
      "2426  0.652171  1.529497  \n",
      "3471 -0.664597 -0.168854  \n",
      "4915  1.060622 -0.001238  \n",
      "1466 -0.239596  1.662674  \n",
      "3676  0.520701  1.444180  \n",
      "...        ...       ...  \n",
      "1711  2.747223  2.148596  \n",
      "1793 -0.188121  0.561439  \n",
      "3964  1.190716  0.216099  \n",
      "1381  0.993633  1.669213  \n",
      "4480  0.381582  0.890479  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2426    22.447492\n",
      "3471    11.534284\n",
      "4915    26.043303\n",
      "1466    -2.177111\n",
      "3676    19.506051\n",
      "          ...    \n",
      "1711    23.203821\n",
      "1793    12.359257\n",
      "3964     6.200808\n",
      "1381    16.303052\n",
      "4480     8.966104\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2426     True\n",
      "3471     True\n",
      "4915     True\n",
      "1466    False\n",
      "3676     True\n",
      "        ...  \n",
      "1711     True\n",
      "1793     True\n",
      "3964     True\n",
      "1381     True\n",
      "4480     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "932  -1.099956  0.387382  1.806764 -0.473945  0.290106 -0.170963  0.038011   \n",
      "4337 -1.873176  1.515374  0.354726 -1.718191  1.027399 -0.193603 -0.881258   \n",
      "2732 -1.376752 -0.798640 -0.364938  0.346935  1.153279  1.026256  0.204039   \n",
      "4518 -0.823462 -0.180109  2.027878  0.273029 -0.181317  1.126302  0.923435   \n",
      "2943  0.148315  0.477639  1.028558 -0.101040  1.689476  1.800199  0.865110   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2035 -0.916546  0.325529  2.170994  0.225035  1.202370  0.682965  1.304927   \n",
      "4632 -0.833609  2.730416  0.818566 -0.361737 -0.458005  1.190599  0.505135   \n",
      "3957 -1.146884  0.642788  1.613639 -1.540554 -0.180908  3.540422  0.989380   \n",
      "1663 -1.737023  0.472731  0.297136  0.737456  0.913458  0.284220  2.174532   \n",
      "2647  0.367503  0.191029  0.458140 -0.193465  2.570162  1.153696 -0.805354   \n",
      "\n",
      "            X1        X0  \n",
      "932   0.290106  0.038011  \n",
      "4337  1.027399 -0.881258  \n",
      "2732  1.153279  0.204039  \n",
      "4518 -0.181317  0.923435  \n",
      "2943  1.689476  0.865110  \n",
      "...        ...       ...  \n",
      "2035  1.202370  1.304927  \n",
      "4632 -0.458005  0.505135  \n",
      "3957 -0.180908  0.989380  \n",
      "1663  0.913458  2.174532  \n",
      "2647  2.570162 -0.805354  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 932     10.896492\n",
      "4337     1.385485\n",
      "2732    13.804890\n",
      "4518    18.228909\n",
      "2943    20.315704\n",
      "          ...    \n",
      "2035    20.157590\n",
      "4632    16.136526\n",
      "3957    16.931052\n",
      "1663    22.452387\n",
      "2647    13.773137\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 932     True\n",
      "4337    True\n",
      "2732    True\n",
      "4518    True\n",
      "2943    True\n",
      "        ... \n",
      "2035    True\n",
      "4632    True\n",
      "3957    True\n",
      "1663    True\n",
      "2647    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3039  0.094088  1.334754  1.020723 -1.490196  2.759476  2.090422 -1.013421   \n",
      "1502 -0.776640  1.246048  0.243423 -0.430447 -0.020279  2.696773  0.545994   \n",
      "1375  1.572435 -0.183621  0.819277 -1.006189  1.766669 -0.035676  0.500393   \n",
      "3251 -1.724305  0.235807  1.703368 -1.689966  0.669204  2.148022 -0.566236   \n",
      "1536 -1.107670 -1.529725 -0.785949 -1.418452  1.411889  1.351429  0.262324   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "981  -0.786958  0.674464  0.801291 -2.600568 -0.942994  0.911856 -0.058148   \n",
      "3119 -1.762722  1.318749  0.157234 -0.814209  1.030081  1.797548  1.829815   \n",
      "3681 -1.224924  0.091322  0.315145  1.078984  1.887721  0.927537  1.734306   \n",
      "4714 -0.738043  1.180028 -1.363932 -1.104957  0.594856  1.925935 -0.598268   \n",
      "4552  0.447904  2.150373  0.691829 -0.094961  1.194432  0.824141 -1.391754   \n",
      "\n",
      "            X1        X0  \n",
      "3039  2.759476 -1.013421  \n",
      "1502 -0.020279  0.545994  \n",
      "1375  1.766669  0.500393  \n",
      "3251  0.669204 -0.566236  \n",
      "1536  1.411889  0.262324  \n",
      "...        ...       ...  \n",
      "981  -0.942994 -0.058148  \n",
      "3119  1.030081  1.829815  \n",
      "3681  1.887721  1.734306  \n",
      "4714  0.594856 -0.598268  \n",
      "4552  1.194432 -1.391754  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3039    12.670667\n",
      "1502    18.655886\n",
      "1375    10.647514\n",
      "3251     7.798311\n",
      "1536    -6.872047\n",
      "          ...    \n",
      "981      1.391204\n",
      "3119    21.589188\n",
      "3681    26.991503\n",
      "4714     8.453614\n",
      "4552    12.220764\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3039     True\n",
      "1502     True\n",
      "1375     True\n",
      "3251     True\n",
      "1536    False\n",
      "        ...  \n",
      "981      True\n",
      "3119     True\n",
      "3681     True\n",
      "4714     True\n",
      "4552     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "283   0.943672  1.226388  1.018080 -0.658463 -0.077274  1.489145  1.141899   \n",
      "479  -0.417544 -0.015806  0.261239 -0.185778  1.463916  2.240987 -0.359359   \n",
      "2880 -1.068780  0.348335  2.004446  0.069607  1.762166 -1.344243  2.162780   \n",
      "102  -2.002503 -0.801552  0.880564  0.397713 -1.209421  1.498994  1.241015   \n",
      "1202 -0.265598  0.819338  0.523968  0.357194  1.427651  1.130608  2.861130   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "515   0.220765 -0.393682  0.874671 -1.604988 -0.996053  1.828786 -0.737320   \n",
      "350  -1.413951 -0.296089 -0.428370 -0.067752  2.148243  1.302463  1.207754   \n",
      "4990 -0.573885 -0.027780  1.215705 -0.582557 -0.113505  0.380462  0.172286   \n",
      "577  -1.489157 -2.300755  0.390962  0.174686 -0.351995  2.180743  1.607463   \n",
      "3131 -0.344814 -1.115722  0.710605 -0.844823  0.565387  0.947888  0.879473   \n",
      "\n",
      "            X1        X0  \n",
      "283  -0.077274  1.141899  \n",
      "479   1.463916 -0.359359  \n",
      "2880  1.762166  2.162780  \n",
      "102  -1.209421  1.241015  \n",
      "1202  1.427651  2.861130  \n",
      "...        ...       ...  \n",
      "515  -0.996053 -0.737320  \n",
      "350   2.148243  1.207754  \n",
      "4990 -0.113505  0.172286  \n",
      "577  -0.351995  1.607463  \n",
      "3131  0.565387  0.879473  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 283     15.924540\n",
      "479     16.104166\n",
      "2880    19.300481\n",
      "102     16.690626\n",
      "1202    27.272623\n",
      "          ...    \n",
      "515      3.553676\n",
      "350     19.314186\n",
      "4990     8.909299\n",
      "577     16.765090\n",
      "3131    11.614038\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 283     True\n",
      "479     True\n",
      "2880    True\n",
      "102     True\n",
      "1202    True\n",
      "        ... \n",
      "515     True\n",
      "350     True\n",
      "4990    True\n",
      "577     True\n",
      "3131    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4616 -2.813125  0.419072  1.711082 -1.001260  2.089685 -1.284809 -0.349744   \n",
      "1267  0.144007 -1.333115 -0.241501 -1.371194 -0.734072  0.145737 -0.665675   \n",
      "2427 -1.864216  0.936680  0.075898  0.490760  0.986951  0.562448  0.038212   \n",
      "4747  0.665236  0.378543  3.679472 -0.547430  0.180628  0.695024  0.086412   \n",
      "3284  0.023044 -0.647339  1.254939 -1.237731  0.807938  0.183261 -0.369912   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3592 -0.497725  0.223889  0.818606 -1.579076  1.252826  0.106707  0.240069   \n",
      "1480 -2.214269  0.592317  0.772927  0.093462  0.803997  0.992861  0.629240   \n",
      "4994 -0.128381 -0.845513 -0.928193  1.171781  1.977694  1.769109 -0.118902   \n",
      "2869  1.018063  1.708316  1.136107 -1.380480 -0.029449 -0.386643 -0.136708   \n",
      "3858 -0.931321  1.069145  0.899711 -2.397834  0.396923  0.680076 -0.522878   \n",
      "\n",
      "            X1        X0  \n",
      "4616  2.089685 -0.349744  \n",
      "1267 -0.734072 -0.665675  \n",
      "2427  0.986951  0.038212  \n",
      "4747  0.180628  0.086412  \n",
      "3284  0.807938 -0.369912  \n",
      "...        ...       ...  \n",
      "3592  1.252826  0.240069  \n",
      "1480  0.803997  0.629240  \n",
      "4994  1.977694 -0.118902  \n",
      "2869 -0.029449 -0.136708  \n",
      "3858  0.396923 -0.522878  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4616     6.476575\n",
      "1267    -1.659561\n",
      "2427    16.933679\n",
      "4747    14.891174\n",
      "3284     4.851986\n",
      "          ...    \n",
      "3592     7.995223\n",
      "1480    17.752011\n",
      "4994    18.220206\n",
      "2869     6.756769\n",
      "3858    -6.823344\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4616     True\n",
      "1267     True\n",
      "2427     True\n",
      "4747     True\n",
      "3284     True\n",
      "        ...  \n",
      "3592     True\n",
      "1480     True\n",
      "4994     True\n",
      "2869     True\n",
      "3858    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3445 -0.060872  2.222922  1.112851  0.052875  2.562481  0.552862  0.992493   \n",
      "492  -2.040266 -1.195885  1.644408 -1.954413  0.885505  2.232485  1.039366   \n",
      "839  -0.305801  0.455441  1.421502  0.329133  0.042310  0.077106  1.097535   \n",
      "1411 -0.640112  1.639168 -0.969927 -1.217069 -0.877504  1.422141 -0.702425   \n",
      "4241 -0.950239  2.033102  0.170115 -1.724143 -0.034940  1.252109 -0.788901   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4     0.550152  1.492080  1.071208  0.477718  0.523489  0.880314  0.884474   \n",
      "1532 -1.399108  0.780085  2.081998  0.420373 -0.019864  0.903990 -1.379597   \n",
      "4419 -0.233284  0.772392 -0.013140  0.478309  1.106160  0.055872  1.582265   \n",
      "457  -2.058513  0.781634  0.205928 -2.219903  0.617222 -0.522576  0.823042   \n",
      "4891 -1.682105  1.439343  1.048098 -0.791560  1.366176  2.047293 -0.526810   \n",
      "\n",
      "            X1        X0  \n",
      "3445  2.562481  0.992493  \n",
      "492   0.885505  1.039366  \n",
      "839   0.042310  1.097535  \n",
      "1411 -0.877504 -0.702425  \n",
      "4241 -0.034940 -0.788901  \n",
      "...        ...       ...  \n",
      "4     0.523489  0.884474  \n",
      "1532 -0.019864 -1.379597  \n",
      "4419  1.106160  1.582265  \n",
      "457   0.617222  0.823042  \n",
      "4891  1.366176 -0.526810  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3445    22.936173\n",
      "492     10.096815\n",
      "839     17.233810\n",
      "1411     6.951155\n",
      "4241     5.285330\n",
      "          ...    \n",
      "4       21.673668\n",
      "1532    13.719451\n",
      "4419    21.531691\n",
      "457     -9.371787\n",
      "4891    14.738475\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3445     True\n",
      "492      True\n",
      "839      True\n",
      "1411     True\n",
      "4241     True\n",
      "        ...  \n",
      "4        True\n",
      "1532     True\n",
      "4419     True\n",
      "457     False\n",
      "4891     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3973 -1.264496 -0.940957  0.166631  0.807473  0.232142  0.831743  0.523231   \n",
      "668   0.662006  0.393654  0.722241 -2.604702 -0.217911 -0.136694  1.461994   \n",
      "1415 -1.235185  0.645126  0.341795  0.978002 -1.966570  1.372372  0.389464   \n",
      "3839 -1.287093  0.624082  0.238100  2.034278  1.519599  0.797118  0.732644   \n",
      "2626 -1.162836 -0.346170  0.426605 -0.216425  2.120581 -0.166985  1.023743   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1337 -0.614815  0.439518 -0.334398  0.833420  2.404964  1.858019  3.221175   \n",
      "3726  0.182909 -1.197718  0.760234 -0.015991 -0.685913  0.965899  2.892686   \n",
      "32   -1.729865  0.776843  0.568365 -0.628212 -1.514395  1.764019  0.151587   \n",
      "4549  0.283817  0.717719  0.352112 -1.377144 -0.114493  0.452405  1.209658   \n",
      "4007 -1.346933 -0.163014 -1.438235  0.588669  0.553452  4.144062  0.649076   \n",
      "\n",
      "            X1        X0  \n",
      "3973  0.232142  0.523231  \n",
      "668  -0.217911  1.461994  \n",
      "1415 -1.966570  0.389464  \n",
      "3839  1.519599  0.732644  \n",
      "2626  2.120581  1.023743  \n",
      "...        ...       ...  \n",
      "1337  2.404964  3.221175  \n",
      "3726 -0.685913  2.892686  \n",
      "32   -1.514395  0.151587  \n",
      "4549 -0.114493  1.209658  \n",
      "4007  0.553452  0.649076  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3973    15.308959\n",
      "668      3.577971\n",
      "1415    17.090343\n",
      "3839    27.300002\n",
      "2626    16.592581\n",
      "          ...    \n",
      "1337    31.583020\n",
      "3726    20.121073\n",
      "32      11.611193\n",
      "4549     9.308782\n",
      "4007    23.743025\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3973    True\n",
      "668     True\n",
      "1415    True\n",
      "3839    True\n",
      "2626    True\n",
      "        ... \n",
      "1337    True\n",
      "3726    True\n",
      "32      True\n",
      "4549    True\n",
      "4007    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "379  -0.922356 -1.129608 -0.804845  0.188473 -0.100317 -0.389786  0.479195   \n",
      "2675 -0.756371 -1.645173 -0.135189  0.849954 -0.545437 -0.687870 -0.011884   \n",
      "692   0.244848 -0.330906  0.011610  0.164149  0.928299  1.263906  0.763135   \n",
      "754  -0.670956  1.071326 -0.961958 -0.392142  1.103301  2.355699  1.113316   \n",
      "2441 -2.939833 -0.939980  0.275439 -2.203837  1.831039  0.808967 -0.474515   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "24    0.097109 -0.382984  0.250444 -0.090580  1.428942  3.490699  2.006722   \n",
      "588   1.550635  0.762241  0.265988 -1.983118  0.963323  0.036546  0.005820   \n",
      "3948 -1.472327 -0.867917  0.732407  1.513632  1.068260  1.227626  1.578945   \n",
      "347  -0.725151 -1.655073  2.225661 -0.598445  1.366766  1.230401  1.403793   \n",
      "2902 -1.482108  1.264804  0.391918 -0.640698  2.219712  0.747049  0.380947   \n",
      "\n",
      "            X1        X0  \n",
      "379  -0.100317  0.479195  \n",
      "2675 -0.545437 -0.011884  \n",
      "692   0.928299  0.763135  \n",
      "754   1.103301  1.113316  \n",
      "2441  1.831039 -0.474515  \n",
      "...        ...       ...  \n",
      "24    1.428942  2.006722  \n",
      "588   0.963323  0.005820  \n",
      "3948  1.068260  1.578945  \n",
      "347   1.366766  1.403793  \n",
      "2902  2.219712  0.380947  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 379     -2.804826\n",
      "2675     8.558454\n",
      "692     17.945432\n",
      "754     20.141576\n",
      "2441    -9.120392\n",
      "          ...    \n",
      "24      25.625399\n",
      "588      2.859652\n",
      "3948    26.869030\n",
      "347     16.861064\n",
      "2902    15.508542\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 379     False\n",
      "2675     True\n",
      "692      True\n",
      "754      True\n",
      "2441    False\n",
      "        ...  \n",
      "24       True\n",
      "588      True\n",
      "3948     True\n",
      "347      True\n",
      "2902     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1944 -1.684058  0.210999 -1.452366  0.919743  0.267689  0.568305  0.820023   \n",
      "4457  1.313847  0.643150  1.194656  0.082520  1.566994 -1.458941  0.564745   \n",
      "4806 -2.261516 -0.338161 -0.394487 -0.245014  0.588283  0.342362  0.581680   \n",
      "2293 -0.944458 -0.000577  1.090937  0.005219 -1.337190  0.633845  0.677786   \n",
      "3015 -1.039629  1.769103 -0.054250  2.343142 -1.705043  1.588941  1.729683   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2974 -1.051552  2.069652  1.517871 -0.353762  1.134065  0.236317  0.798237   \n",
      "560  -2.243881 -0.435597  0.336897 -0.647924  0.805441  1.113475  1.120297   \n",
      "4224  0.496189  0.344922 -0.276802 -0.550414 -1.154954  2.154284  0.727825   \n",
      "1751 -1.016601  1.412438  1.001597 -1.071175  0.280768 -0.075746  0.803894   \n",
      "1828 -0.805839  1.446455 -0.039012  0.163948 -0.261220  0.191941  1.546811   \n",
      "\n",
      "            X1        X0  \n",
      "1944  0.267689  0.820023  \n",
      "4457  1.566994  0.564745  \n",
      "4806  0.588283  0.581680  \n",
      "2293 -1.337190  0.677786  \n",
      "3015 -1.705043  1.729683  \n",
      "...        ...       ...  \n",
      "2974  1.134065  0.798237  \n",
      "560   0.805441  1.120297  \n",
      "4224 -1.154954  0.727825  \n",
      "1751  0.280768  0.803894  \n",
      "1828 -0.261220  1.546811  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1944     4.526371\n",
      "4457    14.638919\n",
      "4806    10.223239\n",
      "2293    12.698901\n",
      "3015    30.287733\n",
      "          ...    \n",
      "2974    18.023532\n",
      "560     13.111002\n",
      "4224    12.353935\n",
      "1751    11.305405\n",
      "1828    17.383255\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1944    False\n",
      "4457     True\n",
      "4806     True\n",
      "2293     True\n",
      "3015     True\n",
      "        ...  \n",
      "2974     True\n",
      "560      True\n",
      "4224     True\n",
      "1751     True\n",
      "1828     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1592 -0.866583  0.928708 -1.358565 -1.242892  0.460216  0.367090  1.011686   \n",
      "1705 -2.049421  0.899013 -0.953930  0.316274  1.384225  1.154442 -0.926139   \n",
      "4584 -1.460722  1.312265  1.563679 -1.783844  0.030428  0.800408  1.638908   \n",
      "1775  0.482544 -0.097563 -0.097471 -0.196682  2.326124 -0.056623  0.010106   \n",
      "4737 -2.461153  0.732324  1.303781 -2.993764 -0.696982 -1.682204  1.491313   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1767  0.553689  0.020043  0.815610 -0.646871  0.870632  1.922776  0.012051   \n",
      "2930  0.478200 -0.713029  0.151212  0.939898  0.310716  1.907646 -0.171935   \n",
      "787   0.386826  0.989593  1.547037 -1.237117  1.532539  1.837439  0.393176   \n",
      "1078  0.085571  0.016242 -1.472685 -1.506317 -0.271735  1.744274 -0.230050   \n",
      "3265 -3.568100 -0.342192 -0.936167 -1.985280  0.786960 -0.757698  0.490203   \n",
      "\n",
      "            X1        X0  \n",
      "1592  0.460216  1.011686  \n",
      "1705  1.384225 -0.926139  \n",
      "4584  0.030428  1.638908  \n",
      "1775  2.326124  0.010106  \n",
      "4737 -0.696982  1.491313  \n",
      "...        ...       ...  \n",
      "1767  0.870632  0.012051  \n",
      "2930  0.310716 -0.171935  \n",
      "787   1.532539  0.393176  \n",
      "1078 -0.271735 -0.230050  \n",
      "3265  0.786960  0.490203  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1592     9.381438\n",
      "1705    13.327217\n",
      "4584    13.487364\n",
      "1775    13.380361\n",
      "4737    -0.031209\n",
      "          ...    \n",
      "1767    13.873969\n",
      "2930    19.072632\n",
      "787     16.105285\n",
      "1078    -4.110202\n",
      "3265   -11.955311\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1592     True\n",
      "1705     True\n",
      "4584     True\n",
      "1775     True\n",
      "4737     True\n",
      "        ...  \n",
      "1767     True\n",
      "2930     True\n",
      "787      True\n",
      "1078    False\n",
      "3265    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "664   0.972006  0.998069 -1.412940  0.997043  1.064967  2.026951 -1.402259   \n",
      "1636  0.282737 -0.593368 -0.311609 -1.999250  0.586352  0.930653  0.344364   \n",
      "1655 -0.829700 -0.730763 -0.721872 -1.746918  2.576178  2.052204  2.505298   \n",
      "3721  0.496919  1.229754  0.772926 -0.695556 -0.590019  1.517912 -1.372064   \n",
      "1462 -0.534169  1.314064  0.236926 -2.549021  0.748342  1.342006  0.410444   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "670   0.022171 -0.928155  1.216201 -2.829518 -0.343709  2.039563  0.607280   \n",
      "3526 -1.362151  2.719602  2.432966  0.387947  1.806612  0.501493 -0.246039   \n",
      "131  -1.192463  0.514801  1.021881 -1.030618  0.750854  0.056654  3.982964   \n",
      "102  -1.955001 -0.860686  0.954371  0.353386 -1.237569  1.189734  1.377401   \n",
      "2478 -1.360420  0.309195  1.059679 -0.990436 -0.027452 -0.541025  0.334107   \n",
      "\n",
      "            X1        X0  \n",
      "664   1.064967 -1.402259  \n",
      "1636  0.586352  0.344364  \n",
      "1655  2.576178  2.505298  \n",
      "3721 -0.590019 -1.372064  \n",
      "1462  0.748342  0.410444  \n",
      "...        ...       ...  \n",
      "670  -0.343709  0.607280  \n",
      "3526  1.806612 -0.246039  \n",
      "131   0.750854  3.982964  \n",
      "102  -1.237569  1.377401  \n",
      "2478 -0.027452  0.334107  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 664     16.646355\n",
      "1636     4.664996\n",
      "1655    19.401276\n",
      "3721     7.467484\n",
      "1462     7.442096\n",
      "          ...    \n",
      "670      4.254285\n",
      "3526    20.945229\n",
      "131     20.298881\n",
      "102     16.690626\n",
      "2478     6.667688\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 664     True\n",
      "1636    True\n",
      "1655    True\n",
      "3721    True\n",
      "1462    True\n",
      "        ... \n",
      "670     True\n",
      "3526    True\n",
      "131     True\n",
      "102     True\n",
      "2478    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1149 -0.346518  1.802200 -0.193001  0.011330  1.577349  1.812292  0.584904   \n",
      "1410  0.420155  0.266276 -1.537303 -0.877258  1.102715  1.336603  1.164560   \n",
      "1732  0.632734  0.400674  0.291372  0.756612 -0.191030  2.038345  0.655068   \n",
      "3526 -1.078895  2.496165  2.555592  0.313799  1.864693  0.348128 -0.133040   \n",
      "2930  0.585521 -0.763052  0.243051  1.009543  0.384021  1.863414  0.096494   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3588 -0.550948 -0.433833  0.290655 -0.617607  0.153243  0.143135  0.846315   \n",
      "1126 -0.506183 -0.481538  1.717731 -1.281601  1.189311  0.069454 -0.368765   \n",
      "2144  0.201331 -1.817877  0.162707  1.875075  0.199453  0.528465  0.317444   \n",
      "2679 -3.142758  0.190979  0.640487 -0.153092  0.707054  0.073809  0.818672   \n",
      "1785 -0.300656 -0.816574  0.939684 -0.925139  0.496774 -1.048305  1.138429   \n",
      "\n",
      "            X1        X0  \n",
      "1149  1.577349  0.584904  \n",
      "1410  1.102715  1.164560  \n",
      "1732 -0.191030  0.655068  \n",
      "3526  1.864693 -0.133040  \n",
      "2930  0.384021  0.096494  \n",
      "...        ...       ...  \n",
      "3588  0.153243  0.846315  \n",
      "1126  1.189311 -0.368765  \n",
      "2144  0.199453  0.317444  \n",
      "2679  0.707054  0.818672  \n",
      "1785  0.496774  1.138429  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1149    22.849324\n",
      "1410    13.013906\n",
      "1732    21.345461\n",
      "3526    20.945229\n",
      "2930    19.072632\n",
      "          ...    \n",
      "3588    10.718695\n",
      "1126     6.459781\n",
      "2144    17.842832\n",
      "2679    -0.484838\n",
      "1785     6.562054\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1149     True\n",
      "1410     True\n",
      "1732     True\n",
      "3526     True\n",
      "2930     True\n",
      "        ...  \n",
      "3588     True\n",
      "1126     True\n",
      "2144     True\n",
      "2679    False\n",
      "1785     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4892 -1.479488 -0.701305  0.173931 -0.591197  0.580342  0.632623  0.189118   \n",
      "3136 -1.391824  1.256831  0.355134 -0.947900  1.351329 -1.125397  0.205762   \n",
      "4003 -0.798347  0.859734  1.510712 -1.040037  1.334274  0.641966  0.984891   \n",
      "3583 -2.960587 -0.154905 -0.439622 -1.455185  0.681402  3.413086  1.067242   \n",
      "1158  0.034711  0.504789  1.430885 -0.839716  0.949337  0.606183  0.041501   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2228 -1.477863 -0.247003  0.917547  0.875595  0.988547 -1.099521  1.658525   \n",
      "4551 -1.683407 -0.465955  0.305344 -0.173065  0.764762  0.214802  0.353471   \n",
      "3526 -1.247709  2.648029  2.401561  0.258110  1.845932  0.601678 -0.140360   \n",
      "268  -2.560514  1.323618  1.098038  1.150429  0.353094  0.151666 -0.435877   \n",
      "2949 -1.514785  1.277199  2.996936  0.091185 -0.473420 -0.449957  1.513842   \n",
      "\n",
      "            X1        X0  \n",
      "4892  0.580342  0.189118  \n",
      "3136  1.351329  0.205762  \n",
      "4003  1.334274  0.984891  \n",
      "3583  0.681402  1.067242  \n",
      "1158  0.949337  0.041501  \n",
      "...        ...       ...  \n",
      "2228  0.988547  1.658525  \n",
      "4551  0.764762  0.353471  \n",
      "3526  1.845932 -0.140360  \n",
      "268   0.353094 -0.435877  \n",
      "2949 -0.473420  1.513842  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4892     9.989011\n",
      "3136     8.423383\n",
      "4003    16.344432\n",
      "3583    15.273146\n",
      "1158    10.950601\n",
      "          ...    \n",
      "2228    19.598904\n",
      "4551     0.021350\n",
      "3526    20.945229\n",
      "268     17.601385\n",
      "2949    17.568958\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4892     True\n",
      "3136     True\n",
      "4003     True\n",
      "3583     True\n",
      "1158     True\n",
      "        ...  \n",
      "2228     True\n",
      "4551    False\n",
      "3526     True\n",
      "268      True\n",
      "2949     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4588 -2.078687  0.804938 -0.995726 -0.395021  2.317243  0.836599  0.749117   \n",
      "2271 -1.573425  1.224732  0.602315 -1.989534  0.207173  1.681634  2.454792   \n",
      "3556 -1.719099  1.078105 -0.061932  0.019105  1.359098 -0.289807  0.860701   \n",
      "943  -0.062969 -0.236455  0.350145 -1.472917 -0.419048  0.868188 -1.252926   \n",
      "3403 -1.074364  2.189299  1.671547 -1.365687  1.357643  0.338173 -0.382048   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4664 -1.589649  1.742505  1.467391  1.127585  1.600768  0.536157 -0.966308   \n",
      "735   0.436671 -0.823757  0.157416 -1.378035  1.375230  1.562130 -0.289113   \n",
      "3524 -1.552408  0.767870  0.334197 -0.670060  1.158922  0.692226 -1.815037   \n",
      "690   0.763042  1.650300  1.223765  1.125162  0.344811  1.693843  1.495424   \n",
      "2402  0.770235 -0.459048  0.050922 -0.341790 -0.466776  2.635348 -0.033633   \n",
      "\n",
      "            X1        X0  \n",
      "4588  2.317243  0.749117  \n",
      "2271  0.207173  2.454792  \n",
      "3556  1.359098  0.860701  \n",
      "943  -0.419048 -1.252926  \n",
      "3403  1.357643 -0.382048  \n",
      "...        ...       ...  \n",
      "4664  1.600768 -0.966308  \n",
      "735   1.375230 -0.289113  \n",
      "3524  1.158922 -1.815037  \n",
      "690   0.344811  1.495424  \n",
      "2402 -0.466776 -0.033633  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4588    17.671375\n",
      "2271    -2.478999\n",
      "3556    16.762185\n",
      "943      0.688323\n",
      "3403     9.715899\n",
      "          ...    \n",
      "4664    19.647375\n",
      "735      7.886561\n",
      "3524     4.924573\n",
      "690     28.163610\n",
      "2402    13.767243\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4588     True\n",
      "2271    False\n",
      "3556     True\n",
      "943      True\n",
      "3403     True\n",
      "        ...  \n",
      "4664     True\n",
      "735      True\n",
      "3524     True\n",
      "690      True\n",
      "2402     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2787  0.512678  1.612116  0.942963 -0.105599 -0.200383  0.982069  1.013114   \n",
      "1636  0.338505 -0.482015 -0.307851 -2.055769  1.001682  0.859114  0.626600   \n",
      "4490 -2.682449  1.126166  0.626608  0.834922 -1.993255  0.170463 -0.576326   \n",
      "4432 -0.582570 -0.196507  1.146729  2.645914  2.545145 -0.388157  1.536009   \n",
      "1639  0.158366 -0.667508 -0.104227 -0.768310  2.861722  1.452746  0.371311   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2152 -0.682930  0.018578  0.592722 -0.545755  2.164218 -0.503219  1.039303   \n",
      "2491  0.524886  0.403683  0.686372 -1.607994  0.406753 -0.022464  0.992515   \n",
      "1719 -1.549812 -1.237161 -0.702379 -1.880633  0.814769 -0.353539  1.150012   \n",
      "590  -0.837430  0.217056  2.218566 -1.944219  1.675422  1.580315  0.446911   \n",
      "3681 -1.263121  0.079856  0.552679  1.054964  1.996408  0.908810  1.975591   \n",
      "\n",
      "            X1        X0  \n",
      "2787 -0.200383  1.013114  \n",
      "1636  1.001682  0.626600  \n",
      "4490 -1.993255 -0.576326  \n",
      "4432  2.545145  1.536009  \n",
      "1639  2.861722  0.371311  \n",
      "...        ...       ...  \n",
      "2152  2.164218  1.039303  \n",
      "2491  0.406753  0.992515  \n",
      "1719  0.814769  1.150012  \n",
      "590   1.675422  0.446911  \n",
      "3681  1.996408  1.975591  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2787    18.892219\n",
      "1636     4.664996\n",
      "4490    11.581766\n",
      "4432    30.529939\n",
      "1639    14.059872\n",
      "          ...    \n",
      "2152    13.189810\n",
      "2491     8.426928\n",
      "1719   -11.576246\n",
      "590     12.215152\n",
      "3681    26.991503\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2787     True\n",
      "1636     True\n",
      "4490     True\n",
      "4432     True\n",
      "1639     True\n",
      "        ...  \n",
      "2152     True\n",
      "2491     True\n",
      "1719    False\n",
      "590      True\n",
      "3681     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2454 -0.447141  2.288492  0.589973 -0.051867  0.064359 -1.412993  0.398446   \n",
      "3396  1.087826 -0.743920 -0.628204 -0.806722 -1.276256  1.126821  0.577738   \n",
      "472  -2.598848 -1.371151  0.929738  0.645351  0.244993  1.635447  0.145589   \n",
      "3862 -1.526409  0.115634  1.172795 -1.389620  0.380202  1.013610  1.120120   \n",
      "4172 -3.338308 -1.425865  0.957683 -1.297853 -0.418965 -0.539464  1.415815   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2986 -0.471631 -1.392169  0.872618 -0.745873 -0.035244  0.399635  1.649834   \n",
      "4180  0.871382  1.026857  0.538073 -0.943005  1.683551  2.163112  0.936783   \n",
      "1366 -3.588694 -0.689358  1.637536 -0.192589  1.454130  1.543778  0.657771   \n",
      "772  -0.193013 -0.179945 -0.966796 -0.032942  0.852359  1.674447  0.469269   \n",
      "1055  0.545339  0.592229  0.704508 -1.935512  1.951512  1.893546 -1.700291   \n",
      "\n",
      "            X1        X0  \n",
      "2454  0.064359  0.398446  \n",
      "3396 -1.276256  0.577738  \n",
      "472   0.244993  0.145589  \n",
      "3862  0.380202  1.120120  \n",
      "4172 -0.418965  1.415815  \n",
      "...        ...       ...  \n",
      "2986 -0.035244  1.649834  \n",
      "4180  1.683551  0.936783  \n",
      "1366  1.454130  0.657771  \n",
      "772   0.852359  0.469269  \n",
      "1055  1.951512 -1.700291  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2454    11.747038\n",
      "3396     7.701010\n",
      "472     16.847492\n",
      "3862    12.551168\n",
      "4172     5.849946\n",
      "          ...    \n",
      "2986    12.611946\n",
      "4180    17.579374\n",
      "1366    17.878901\n",
      "772     14.597390\n",
      "1055     4.775318\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2454    True\n",
      "3396    True\n",
      "472     True\n",
      "3862    True\n",
      "4172    True\n",
      "        ... \n",
      "2986    True\n",
      "4180    True\n",
      "1366    True\n",
      "772     True\n",
      "1055    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1614  1.061374 -0.204581  0.105462  0.546669 -0.132080  1.688220 -0.232290   \n",
      "1362 -0.860062  1.040621 -2.672927  0.992983  0.687590  1.872893  1.200487   \n",
      "1490 -2.160349  0.958992 -1.710210 -0.512064  0.481414  1.126550  2.090366   \n",
      "3086  0.182163 -0.487274 -0.535336  0.405087 -1.175033  0.131689 -0.093335   \n",
      "167  -1.785957 -0.089181  0.228318 -1.656939  0.855394  1.399739 -0.333308   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "172  -0.823905  0.104351  0.628722 -0.516465  0.197311  1.716674  0.012572   \n",
      "4940 -0.689118  0.640899  0.777124 -1.363342  0.484656  1.262213  2.700648   \n",
      "3825 -0.528333 -0.416422 -1.890064 -0.415249  2.853200  1.064235  0.759681   \n",
      "895  -2.224926  1.927054  0.965169 -0.807612 -0.144729  1.716444  1.579139   \n",
      "1460 -0.656489 -0.338128  0.515046 -1.103948  1.919129  1.861953  0.073193   \n",
      "\n",
      "            X1        X0  \n",
      "1614 -0.132080 -0.232290  \n",
      "1362  0.687590  1.200487  \n",
      "1490  0.481414  2.090366  \n",
      "3086 -1.175033 -0.093335  \n",
      "167   0.855394 -0.333308  \n",
      "...        ...       ...  \n",
      "172   0.197311  0.012572  \n",
      "4940  0.484656  2.700648  \n",
      "3825  2.853200  0.759681  \n",
      "895  -0.144729  1.579139  \n",
      "1460  1.919129  0.073193  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1614    15.296293\n",
      "1362     7.388284\n",
      "1490    18.532552\n",
      "3086     9.902374\n",
      "167      5.970416\n",
      "          ...    \n",
      "172     12.310467\n",
      "4940    17.709075\n",
      "3825    -2.135849\n",
      "895     20.604953\n",
      "1460    12.552264\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1614     True\n",
      "1362    False\n",
      "1490     True\n",
      "3086     True\n",
      "167      True\n",
      "        ...  \n",
      "172      True\n",
      "4940     True\n",
      "3825    False\n",
      "895      True\n",
      "1460     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "356  -0.184137  0.668332  0.867490  0.070972  0.983568  0.232841  1.085497   \n",
      "3656  1.234780 -0.406654 -0.110921 -0.630478 -0.521950  1.196195  2.337434   \n",
      "3370 -1.602555  0.730538 -0.719009 -0.315931  0.625333  1.855867 -1.210243   \n",
      "4681 -1.758554  0.881638 -0.807290 -2.130815  0.865864  0.059898  0.306950   \n",
      "4913 -0.741890  0.840958  1.116520 -0.777826 -0.087533  0.616552 -0.685972   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3778 -0.913773  0.574562  1.994933 -1.070626  1.309122  0.280265  0.342051   \n",
      "2980 -1.620117 -0.561347 -0.850715 -0.845308  0.561542  0.923929  0.678361   \n",
      "1387 -0.972545  1.433470  0.787246  1.532518  1.948613  2.609544 -0.497343   \n",
      "1    -1.987449  0.150368  0.515138 -0.985581 -0.138990  1.467271  0.523569   \n",
      "1636  0.561036 -0.635897 -0.233281 -1.873898  0.398348  0.837625  0.192009   \n",
      "\n",
      "            X1        X0  \n",
      "356   0.983568  1.085497  \n",
      "3656 -0.521950  2.337434  \n",
      "3370  0.625333 -1.210243  \n",
      "4681  0.865864  0.306950  \n",
      "4913 -0.087533 -0.685972  \n",
      "...        ...       ...  \n",
      "3778  1.309122  0.342051  \n",
      "2980  0.561542  0.678361  \n",
      "1387  1.948613 -0.497343  \n",
      "1    -0.138990  0.523569  \n",
      "1636  0.398348  0.192009  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 356     18.685355\n",
      "3656    -0.714270\n",
      "3370    11.301415\n",
      "4681    -9.753915\n",
      "4913     7.067802\n",
      "          ...    \n",
      "3778    11.618115\n",
      "2980     9.988111\n",
      "1387    26.892887\n",
      "1       10.881939\n",
      "1636     4.664996\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 356      True\n",
      "3656    False\n",
      "3370     True\n",
      "4681    False\n",
      "4913     True\n",
      "        ...  \n",
      "3778     True\n",
      "2980     True\n",
      "1387     True\n",
      "1        True\n",
      "1636     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3217  0.062751 -0.503187 -0.942945  1.073926  0.899622 -0.838042  1.621327   \n",
      "440  -1.695542 -1.018218  1.558800 -1.262495  0.434159  2.557971  0.131516   \n",
      "966  -0.298429  0.028232 -0.447849  0.310591  1.596738 -0.944390  0.543459   \n",
      "1459 -1.843385  1.350460  1.293018  1.840309  0.938864 -0.145871  1.446921   \n",
      "4536 -1.397260 -0.333385  2.289309 -1.583462  0.891482 -0.435030  2.431566   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1412 -1.686120  0.473568  0.339346 -1.105938 -1.148942 -0.563116  1.847256   \n",
      "1380 -1.605006 -1.341413  3.016600 -1.481168 -2.129118 -0.361028 -0.256066   \n",
      "1850  0.107967 -0.009635  1.217965  0.320247  1.605038  1.524615 -0.867390   \n",
      "3696 -2.648855 -0.827719 -3.005139 -2.169868  4.407502 -1.063230  1.052355   \n",
      "4953  0.662981  0.072342  0.843392 -0.443851  0.812571  0.478070 -1.300824   \n",
      "\n",
      "            X1        X0  \n",
      "3217  0.899622  1.621327  \n",
      "440   0.434159  0.131516  \n",
      "966   1.596738  0.543459  \n",
      "1459  0.938864  1.446921  \n",
      "4536  0.891482  2.431566  \n",
      "...        ...       ...  \n",
      "1412 -1.148942  1.847256  \n",
      "1380 -2.129118 -0.256066  \n",
      "1850  1.605038 -0.867390  \n",
      "3696  4.407502  1.052355  \n",
      "4953  0.812571 -1.300824  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3217    17.616598\n",
      "440     10.403789\n",
      "966     14.150357\n",
      "1459    28.908698\n",
      "4536    11.950302\n",
      "          ...    \n",
      "1412    -4.526477\n",
      "1380    -2.160594\n",
      "1850    16.249535\n",
      "3696   -16.465609\n",
      "4953     8.489539\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3217     True\n",
      "440      True\n",
      "966      True\n",
      "1459     True\n",
      "4536     True\n",
      "        ...  \n",
      "1412    False\n",
      "1380     True\n",
      "1850     True\n",
      "3696    False\n",
      "4953     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4587 -0.824233 -2.109409  0.473500 -0.444520  1.162426  2.273562  0.802252   \n",
      "1389  1.210164 -1.101015  0.358659 -2.099419  0.070672 -0.472866  0.784499   \n",
      "1684 -2.149751  0.870576  0.217900  0.736468  0.742418  1.651566  0.350773   \n",
      "2471 -1.955298 -1.061237  0.288259 -0.702074  1.002026  1.258042 -0.241478   \n",
      "1961  0.921135  0.455192  0.372254 -0.952148  0.598200  1.255707 -0.276025   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "885  -1.036408  0.193619  0.288565  0.313845  1.318158  0.781581 -0.127484   \n",
      "490  -1.017184 -0.847308  1.617458 -0.840597  0.601711  1.263649  0.558385   \n",
      "3956 -0.284090 -0.899971 -0.009033 -0.864222  1.258636  2.271821  0.032518   \n",
      "2013 -3.385467  0.624532  0.938022 -1.472474 -0.613971 -0.353402  1.155638   \n",
      "2239 -1.430407 -0.623837 -0.623190 -2.231924 -0.868596 -0.694234  0.127799   \n",
      "\n",
      "            X1        X0  \n",
      "4587  1.162426  0.802252  \n",
      "1389  0.070672  0.784499  \n",
      "1684  0.742418  0.350773  \n",
      "2471  1.002026 -0.241478  \n",
      "1961  0.598200 -0.276025  \n",
      "...        ...       ...  \n",
      "885   1.318158 -0.127484  \n",
      "490   0.601711  0.558385  \n",
      "3956  1.258636  0.032518  \n",
      "2013 -0.613971  1.155638  \n",
      "2239 -0.868596  0.127799  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4587    15.308499\n",
      "1389     0.285332\n",
      "1684    21.372612\n",
      "2471     9.081809\n",
      "1961     9.547545\n",
      "          ...    \n",
      "885     14.996410\n",
      "490     12.738926\n",
      "3956    12.710493\n",
      "2013     7.734775\n",
      "2239    -3.332779\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4587    True\n",
      "1389    True\n",
      "1684    True\n",
      "2471    True\n",
      "1961    True\n",
      "        ... \n",
      "885     True\n",
      "490     True\n",
      "3956    True\n",
      "2013    True\n",
      "2239    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4806 -2.055779 -0.405546 -0.595444 -0.338562  0.761316 -0.106796  0.189353   \n",
      "787   0.226870  1.134220  1.624513 -1.193231  1.378936  1.832889  0.448432   \n",
      "822  -2.521940  0.180176  1.217451  2.127322  2.712496  0.103485  0.608998   \n",
      "2789 -1.289645  0.360594  3.441830 -1.347006 -0.125541  0.135051 -0.716370   \n",
      "3138 -0.644709 -1.162685  0.372496  0.393623  0.206594  0.665840  2.259062   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "243  -1.249414  1.051086  2.319553  1.336912  1.663480  1.960414  1.054718   \n",
      "4591  1.366970  0.265655 -0.626879 -1.548227  0.896859  1.138923  1.160104   \n",
      "1225 -1.266853 -0.535484 -1.376276  0.374728  2.061555  0.354459  0.082090   \n",
      "1236 -1.498807 -0.529191 -0.430836  0.451719  1.394255  1.027371  1.659293   \n",
      "3923 -0.208413  0.008951  1.336700  0.611393  1.448887  1.283684 -1.442313   \n",
      "\n",
      "            X1        X0  \n",
      "4806  0.761316  0.189353  \n",
      "787   1.378936  0.448432  \n",
      "822   2.712496  0.608998  \n",
      "2789 -0.125541 -0.716370  \n",
      "3138  0.206594  2.259062  \n",
      "...        ...       ...  \n",
      "243   1.663480  1.054718  \n",
      "4591  0.896859  1.160104  \n",
      "1225  2.061555  0.082090  \n",
      "1236  1.394255  1.659293  \n",
      "3923  1.448887 -1.442313  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4806    10.223239\n",
      "787     16.105285\n",
      "822     27.721970\n",
      "2789     4.578738\n",
      "3138    20.150110\n",
      "          ...    \n",
      "243     30.846880\n",
      "4591    -4.281300\n",
      "1225    13.969493\n",
      "1236     3.922116\n",
      "3923    15.083745\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4806     True\n",
      "787      True\n",
      "822      True\n",
      "2789     True\n",
      "3138     True\n",
      "        ...  \n",
      "243      True\n",
      "4591    False\n",
      "1225     True\n",
      "1236    False\n",
      "3923     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "881   0.141125  1.933215  3.854906 -0.190300  0.143581  0.038042  1.154843   \n",
      "3299  0.059305 -1.300708  0.145546  0.760973  0.867155  1.892032 -1.827350   \n",
      "3183 -0.556367  1.167182  1.166182 -1.402955  1.574647  0.586618  1.195285   \n",
      "1059 -1.256105 -0.226547  0.771726  1.532976  1.110111  2.608773 -1.142727   \n",
      "35   -1.671345  0.707790  1.049813 -0.438187  0.290417  2.056517  1.868244   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "837  -1.382515  0.171908  0.011463 -0.809813  0.839177  0.512529 -0.578269   \n",
      "4900 -1.346982 -0.192039  0.050806 -0.132795  0.521588  3.336277 -0.149818   \n",
      "1363 -1.377837 -0.161066  0.520615 -1.655401 -0.774478  1.646500 -2.162129   \n",
      "2274 -0.397252  0.119451 -0.565409 -1.345876 -0.372576  2.023096 -0.540182   \n",
      "4106 -0.146725 -0.844503  1.885407 -0.082516  0.018727  1.609103  1.382176   \n",
      "\n",
      "            X1        X0  \n",
      "881   0.143581  1.154843  \n",
      "3299  0.867155 -1.827350  \n",
      "3183  1.574647  1.195285  \n",
      "1059  1.110111 -1.142727  \n",
      "35    0.290417  1.868244  \n",
      "...        ...       ...  \n",
      "837   0.839177 -0.578269  \n",
      "4900  0.521588 -0.149818  \n",
      "1363 -0.774478 -2.162129  \n",
      "2274 -0.372576 -0.540182  \n",
      "4106  0.018727  1.382176  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 881     19.762332\n",
      "3299    10.288109\n",
      "3183    13.481884\n",
      "1059    22.002153\n",
      "35      21.195149\n",
      "          ...    \n",
      "837      7.015694\n",
      "4900    15.424909\n",
      "1363    -1.019325\n",
      "2274     5.491590\n",
      "4106    18.441624\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 881     True\n",
      "3299    True\n",
      "3183    True\n",
      "1059    True\n",
      "35      True\n",
      "        ... \n",
      "837     True\n",
      "4900    True\n",
      "1363    True\n",
      "2274    True\n",
      "4106    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2994 -0.099492  0.819478  0.773195  0.144319  0.280284  0.792585 -0.359787   \n",
      "4889  0.540813 -0.692350 -0.138309 -1.256852  0.783361  0.237122  0.918315   \n",
      "4490 -2.785338  1.295904  0.771077  0.798125 -1.732247 -0.046216 -0.604205   \n",
      "1057 -0.291759 -0.012349  0.900265  0.990332 -0.874583  1.359441  1.933859   \n",
      "368  -1.286006  3.686243 -2.172864 -0.431909 -0.102276  1.942779  0.165397   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4785 -1.482133 -2.927424  0.305586 -0.254684  3.024642  1.457266 -0.548371   \n",
      "1520 -2.588752 -1.453315 -0.111398  0.687723 -0.062677  0.578318  0.026813   \n",
      "2339 -1.704359 -0.088256  0.158710 -0.863613  1.801491 -0.739969  1.368407   \n",
      "4054 -0.019655  1.790527  0.872362 -0.267632  1.402463  1.450505 -1.002145   \n",
      "2218 -2.035206  0.095556  1.447153 -1.092978 -0.036398  1.000882 -1.601788   \n",
      "\n",
      "            X1        X0  \n",
      "2994  0.280284 -0.359787  \n",
      "4889  0.783361  0.918315  \n",
      "4490 -1.732247 -0.604205  \n",
      "1057 -0.874583  1.933859  \n",
      "368  -0.102276  0.165397  \n",
      "...        ...       ...  \n",
      "4785  3.024642 -0.548371  \n",
      "1520 -0.062677  0.026813  \n",
      "2339  1.801491  1.368407  \n",
      "4054  1.402463 -1.002145  \n",
      "2218 -0.036398 -1.601788  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2994    14.050472\n",
      "4889     7.005025\n",
      "4490    11.581766\n",
      "1057    23.233456\n",
      "368     15.856432\n",
      "          ...    \n",
      "4785     9.732843\n",
      "1520    12.022825\n",
      "2339    11.655027\n",
      "4054    15.177752\n",
      "2218     4.331321\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2994    True\n",
      "4889    True\n",
      "4490    True\n",
      "1057    True\n",
      "368     True\n",
      "        ... \n",
      "4785    True\n",
      "1520    True\n",
      "2339    True\n",
      "4054    True\n",
      "2218    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3856 -2.562122 -1.446589  0.442605 -0.118912  0.939197 -0.081470  1.638571   \n",
      "3903  0.799337  0.333099 -0.891129  1.329060  1.821176  0.555181 -0.670686   \n",
      "2424 -0.750434  0.333250  0.369693  1.023821 -0.660645  1.486054  0.431723   \n",
      "3169 -1.642520  0.919896  0.887727 -0.169684  1.077721 -0.469873 -1.105850   \n",
      "2654  1.180282  0.836477 -0.634672 -1.135483  1.339394  0.159134  0.344789   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2688 -0.506949  2.456262  1.077882 -0.594573  0.499667  1.074985  1.269542   \n",
      "4085  0.454997  2.000724  0.612839 -1.205636  1.453511 -2.447821  0.094711   \n",
      "2466 -0.052216 -1.111384  0.496939  0.182880  2.350944  0.324608  0.018765   \n",
      "2325 -0.757954  0.985450 -0.283933 -1.551883 -0.528244  1.030145 -0.491583   \n",
      "4089 -0.655842  0.565923  0.501925 -1.988631 -0.024893  0.077826 -1.680750   \n",
      "\n",
      "            X1        X0  \n",
      "3856  0.939197  1.638571  \n",
      "3903  1.821176 -0.670686  \n",
      "2424 -0.660645  0.431723  \n",
      "3169  1.077721 -1.105850  \n",
      "2654  1.339394  0.344789  \n",
      "...        ...       ...  \n",
      "2688  0.499667  1.269542  \n",
      "4085  1.453511  0.094711  \n",
      "2466  2.350944  0.018765  \n",
      "2325 -0.528244 -0.491583  \n",
      "4089 -0.024893 -1.680750  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3856    15.332990\n",
      "3903    17.748365\n",
      "2424    20.616818\n",
      "3169     8.290801\n",
      "2654     8.947265\n",
      "          ...    \n",
      "2688    19.077008\n",
      "4085     5.860555\n",
      "2466    14.139871\n",
      "2325    -3.173327\n",
      "4089    -2.483298\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3856     True\n",
      "3903     True\n",
      "2424     True\n",
      "3169     True\n",
      "2654     True\n",
      "        ...  \n",
      "2688     True\n",
      "4085     True\n",
      "2466     True\n",
      "2325    False\n",
      "4089     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4932 -0.372287  0.536848  1.326923 -0.800340  0.339183  0.522951  1.301260   \n",
      "1884 -1.423732  1.675079  1.050239 -0.455711  1.304287  1.863621 -0.289701   \n",
      "3660 -1.265160 -0.756924  0.482917 -0.599831  0.582564  0.721613  0.483694   \n",
      "3814 -1.701565 -0.133371  0.372349 -0.458035  0.080927  0.892303  0.947843   \n",
      "4968  0.156987 -0.302489  0.371650 -1.846337 -0.774912 -0.486789  0.098968   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2021 -0.068564  0.377313  0.096294  0.684329  1.239938  1.850146  0.294450   \n",
      "3648 -0.475237 -0.853084  0.560046 -1.259532  1.045695 -1.226431 -1.186957   \n",
      "4832 -0.638621 -1.717457  0.965647 -1.210692  0.838680  0.867401 -0.515897   \n",
      "312  -0.534911  1.722845 -1.058922 -1.191300  0.965286  0.313715 -0.802851   \n",
      "3234 -0.786007 -0.810094  1.691946 -0.119332 -0.421873 -0.027391  0.391773   \n",
      "\n",
      "            X1        X0  \n",
      "4932  0.339183  1.301260  \n",
      "1884  1.304287 -0.289701  \n",
      "3660  0.582564  0.483694  \n",
      "3814  0.080927  0.947843  \n",
      "4968 -0.774912  0.098968  \n",
      "...        ...       ...  \n",
      "2021  1.239938  0.294450  \n",
      "3648  1.045695 -1.186957  \n",
      "4832  0.838680 -0.515897  \n",
      "312   0.965286 -0.802851  \n",
      "3234 -0.421873  0.391773  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4932    15.045915\n",
      "1884    16.637768\n",
      "3660     9.738146\n",
      "3814    14.469531\n",
      "4968     0.088867\n",
      "          ...    \n",
      "2021    22.024974\n",
      "3648    -1.668963\n",
      "4832     4.708696\n",
      "312      6.704581\n",
      "3234    10.280142\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4932    True\n",
      "1884    True\n",
      "3660    True\n",
      "3814    True\n",
      "4968    True\n",
      "        ... \n",
      "2021    True\n",
      "3648    True\n",
      "4832    True\n",
      "312     True\n",
      "3234    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3827 -3.170509  1.114075  2.369714  1.347885  1.072046 -1.521858 -1.500904   \n",
      "2921  1.215717  0.884121  0.334658 -0.422730  0.527431  1.635116  2.465530   \n",
      "4480 -0.534120 -1.243785  1.756037 -0.743989  0.258002 -0.929921  0.920874   \n",
      "4752 -0.938263  1.053623  0.465173 -0.730868  1.324553 -0.409586  0.250180   \n",
      "203  -0.095015  0.695806  0.201308 -0.060774  0.580572  0.065720  0.065789   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4435  0.562263  0.718235  0.213098 -1.465315 -0.687133  2.292708  1.989120   \n",
      "3558 -0.206589  1.307987  1.428865 -1.675981 -0.032317  1.900449  0.843235   \n",
      "3381 -1.989517 -0.512698  0.684661 -1.955895  1.329487  0.840464  0.920526   \n",
      "237  -0.669338  1.060514 -0.276398  0.998836 -0.971936  2.179502  0.737715   \n",
      "4120 -2.345445  0.683603  1.321294 -0.840770 -1.045579  1.746461  0.826083   \n",
      "\n",
      "            X1        X0  \n",
      "3827  1.072046 -1.500904  \n",
      "2921  0.527431  2.465530  \n",
      "4480  0.258002  0.920874  \n",
      "4752  1.324553  0.250180  \n",
      "203   0.580572  0.065789  \n",
      "...        ...       ...  \n",
      "4435 -0.687133  1.989120  \n",
      "3558 -0.032317  0.843235  \n",
      "3381  1.329487  0.920526  \n",
      "237  -0.971936  0.737715  \n",
      "4120 -1.045579  0.826083  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3827    14.752545\n",
      "2921    21.759087\n",
      "4480     8.966104\n",
      "4752    10.769905\n",
      "203     12.236930\n",
      "          ...    \n",
      "4435    16.307411\n",
      "3558    13.686786\n",
      "3381     7.806634\n",
      "237     20.815346\n",
      "4120    13.726678\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3827    True\n",
      "2921    True\n",
      "4480    True\n",
      "4752    True\n",
      "203     True\n",
      "        ... \n",
      "4435    True\n",
      "3558    True\n",
      "3381    True\n",
      "237     True\n",
      "4120    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "591  -0.876469  0.331315  1.324955 -3.214190 -0.159688  0.157626  0.034729   \n",
      "1720 -1.967978  0.827599 -0.995747 -1.512171  1.196701  0.432301  1.153882   \n",
      "3532 -0.791820 -1.170293  0.305021  0.657944  3.049393  0.583921  1.285523   \n",
      "3441 -0.415600 -0.295718  1.179150  1.588303  0.700304  2.287362 -0.576752   \n",
      "2737 -0.955676 -2.064941  0.399072 -1.268844  0.015769  2.905038  1.555608   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3811 -1.504740  0.841463 -0.319858 -0.177005  0.840115  1.274980 -0.847895   \n",
      "1250 -0.678665  0.945175 -0.228667 -0.213691 -0.191154 -1.291899 -0.075805   \n",
      "4989 -0.558299  1.330578  1.417931 -0.659644 -0.295109  0.501181  1.866208   \n",
      "4788 -3.386167  0.187498  1.088804  0.251463  0.463462  1.244845  1.341104   \n",
      "2019 -0.691946  0.559070  0.451654  0.428584  1.166240  0.939032 -0.804341   \n",
      "\n",
      "            X1        X0  \n",
      "591  -0.159688  0.034729  \n",
      "1720  1.196701  1.153882  \n",
      "3532  3.049393  1.285523  \n",
      "3441  0.700304 -0.576752  \n",
      "2737  0.015769  1.555608  \n",
      "...        ...       ...  \n",
      "3811  0.840115 -0.847895  \n",
      "1250 -0.191154 -0.075805  \n",
      "4989 -0.295109  1.866208  \n",
      "4788  0.463462  1.341104  \n",
      "2019  1.166240 -0.804341  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 591    -11.790716\n",
      "1720    -5.655812\n",
      "3532    21.411520\n",
      "3441    22.540906\n",
      "2737    12.901041\n",
      "          ...    \n",
      "3811    11.624192\n",
      "1250     8.054555\n",
      "4989    18.321344\n",
      "4788    20.266295\n",
      "2019    13.975804\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 591     False\n",
      "1720    False\n",
      "3532     True\n",
      "3441     True\n",
      "2737     True\n",
      "        ...  \n",
      "3811     True\n",
      "1250     True\n",
      "4989     True\n",
      "4788     True\n",
      "2019     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1674 -2.144114  0.892980 -1.546965  1.086468 -0.757727 -0.757244  1.344669   \n",
      "3976 -0.060579  1.376005 -0.158046 -0.948082  0.985338  1.693926 -1.143403   \n",
      "1953 -1.269178  0.206322  2.657605 -1.064485  0.863984  1.848686 -0.127610   \n",
      "3815 -1.152690  1.697939  1.281208  0.584939 -0.693777  0.096387 -0.327564   \n",
      "3499 -0.001586  0.486136 -1.335350 -1.000807  0.319914  0.295135  1.068273   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2181 -2.122175  1.197665  0.491901 -0.823402  1.538278  0.208613 -0.433710   \n",
      "3997 -2.590000  0.812096  1.586073 -1.584077  0.513704  1.629307 -0.125039   \n",
      "892  -1.679643  0.107103  0.473892 -2.050157  1.099778  1.194367 -0.654618   \n",
      "3087 -1.386940  0.401457  1.670502 -3.056081  0.520501  1.443104  0.958531   \n",
      "4489 -2.477200 -0.476215 -0.773582 -1.090838  1.276502  0.642009 -0.247931   \n",
      "\n",
      "            X1        X0  \n",
      "1674 -0.757727  1.344669  \n",
      "3976  0.985338 -1.143403  \n",
      "1953  0.863984 -0.127610  \n",
      "3815 -0.693777 -0.327564  \n",
      "3499  0.319914  1.068273  \n",
      "...        ...       ...  \n",
      "2181  1.538278 -0.433710  \n",
      "3997  0.513704 -0.125039  \n",
      "892   1.099778 -0.654618  \n",
      "3087  0.520501  0.958531  \n",
      "4489  1.276502 -0.247931  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1674    16.900343\n",
      "3976     8.703922\n",
      "1953    13.458612\n",
      "3815    14.766265\n",
      "3499    -3.942523\n",
      "          ...    \n",
      "2181    11.794108\n",
      "3997    11.416864\n",
      "892      3.285831\n",
      "3087     6.035691\n",
      "4489     7.484286\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1674     True\n",
      "3976     True\n",
      "1953     True\n",
      "3815     True\n",
      "3499    False\n",
      "        ...  \n",
      "2181     True\n",
      "3997     True\n",
      "892      True\n",
      "3087     True\n",
      "4489     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3458 -1.065415  0.545689  0.673694 -0.248613  1.122036  1.294774  1.380980   \n",
      "3927 -1.120312  0.691572  0.230842 -0.508739 -0.751236  2.682611 -0.756692   \n",
      "3612 -1.024232  0.008145 -0.675274 -1.071537  0.443041 -0.981683  0.053472   \n",
      "375  -1.406808 -0.615820  0.297655 -1.031007 -0.538478  1.581815  1.265226   \n",
      "3735 -0.790833  0.152398 -0.405373 -0.274027 -0.697857 -0.035732  2.317163   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "682  -0.974916  0.694336  0.033826  0.468090  2.606139  2.150196  0.044202   \n",
      "257   1.215535  2.122468  0.276615 -1.697588  0.966533 -0.529596  1.129824   \n",
      "2633 -1.837999 -0.161617  0.263862 -0.825657  1.455493  0.662893  1.558090   \n",
      "4968  0.292040 -0.269518  0.411246 -1.661670 -0.656042 -0.610505 -0.099243   \n",
      "1244 -1.416174 -0.011392 -0.571471 -1.522117  1.540971  0.780190  1.363281   \n",
      "\n",
      "            X1        X0  \n",
      "3458  1.122036  1.380980  \n",
      "3927 -0.751236 -0.756692  \n",
      "3612  0.443041  0.053472  \n",
      "375  -0.538478  1.265226  \n",
      "3735 -0.697857  2.317163  \n",
      "...        ...       ...  \n",
      "682   2.606139  0.044202  \n",
      "257   0.966533  1.129824  \n",
      "2633  1.455493  1.558090  \n",
      "4968 -0.656042 -0.099243  \n",
      "1244  1.540971  1.363281  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3458    19.556891\n",
      "3927    11.544315\n",
      "3612     3.214834\n",
      "375     10.489860\n",
      "3735    15.191305\n",
      "          ...    \n",
      "682     21.437978\n",
      "257      9.569128\n",
      "2633    16.185742\n",
      "4968     0.088867\n",
      "1244    -5.550987\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3458     True\n",
      "3927     True\n",
      "3612     True\n",
      "375      True\n",
      "3735     True\n",
      "        ...  \n",
      "682      True\n",
      "257      True\n",
      "2633     True\n",
      "4968     True\n",
      "1244    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2747 -1.680361 -0.109053  0.264508 -0.020311  2.608270  1.653228  0.956332   \n",
      "2595 -2.478880 -0.028454  0.433159  0.910272 -0.424224  0.117618  1.087549   \n",
      "1977 -1.350035  0.780574  1.503792 -1.057307  0.572377 -0.247761  0.156190   \n",
      "1729 -0.751457 -0.351951 -0.609145 -0.815531  1.642875  0.338274  0.058545   \n",
      "3070 -0.534031 -0.474526 -1.326408 -0.608142  1.650105 -0.176633  0.576793   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "361  -0.943174 -0.937590  0.675405 -1.140000  0.880219  0.902408  2.231124   \n",
      "3004 -0.626195 -0.661384  1.648758  1.010478  0.511694  0.019052 -0.752278   \n",
      "1038 -1.494083 -1.421781  1.090233 -1.739109  0.642579 -0.194946  0.529430   \n",
      "1337 -0.690096  0.609207 -0.138723  0.780228  2.229422  1.725737  2.984075   \n",
      "1497 -0.732637 -0.135695 -0.898052  1.569868  2.575265  0.717749  0.758234   \n",
      "\n",
      "            X1        X0  \n",
      "2747  2.608270  0.956332  \n",
      "2595 -0.424224  1.087549  \n",
      "1977  0.572377  0.156190  \n",
      "1729  1.642875  0.058545  \n",
      "3070  1.650105  0.576793  \n",
      "...        ...       ...  \n",
      "361   0.880219  2.231124  \n",
      "3004  0.511694 -0.752278  \n",
      "1038  0.642579  0.529430  \n",
      "1337  2.229422  2.984075  \n",
      "1497  2.575265  0.758234  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2747    21.166845\n",
      "2595    17.821246\n",
      "1977     9.608025\n",
      "1729     9.994857\n",
      "3070     9.072559\n",
      "          ...    \n",
      "361     15.409041\n",
      "3004    12.633349\n",
      "1038     3.546300\n",
      "1337    31.583020\n",
      "1497    23.487383\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2747    True\n",
      "2595    True\n",
      "1977    True\n",
      "1729    True\n",
      "3070    True\n",
      "        ... \n",
      "361     True\n",
      "3004    True\n",
      "1038    True\n",
      "1337    True\n",
      "1497    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "982  -0.406890  0.804695  0.042651 -1.043132  0.237711  1.622525  1.188128   \n",
      "1751 -1.241633  1.636488  0.795612 -1.103674  0.341125 -0.338062  0.838377   \n",
      "1675 -1.055201 -0.371845  0.010032 -0.634191  0.245234 -0.598954  2.398523   \n",
      "4467  1.022281  2.005893 -0.666847 -0.086016 -0.308203 -0.408292  0.216795   \n",
      "970  -0.759419  2.051092 -1.242975 -1.949462  0.828485  0.871160  3.329148   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1181 -0.476567 -0.024787 -0.412789 -0.825642  0.150250  1.385428  1.065400   \n",
      "894  -0.326950 -0.998595 -0.461933 -0.350337  0.864189 -0.260424  0.145199   \n",
      "1766  0.523061 -0.120430  0.178004 -2.381385  1.790707  2.753469 -0.171588   \n",
      "3516 -0.209842 -0.264700 -0.563666  0.482832 -0.124195  0.409950 -1.549089   \n",
      "2971 -0.787858  0.826481  0.684966 -0.002327 -0.192750 -0.892673  0.657297   \n",
      "\n",
      "            X1        X0  \n",
      "982   0.237711  1.188128  \n",
      "1751  0.341125  0.838377  \n",
      "1675  0.245234  2.398523  \n",
      "4467 -0.308203  0.216795  \n",
      "970   0.828485  3.329148  \n",
      "...        ...       ...  \n",
      "1181  0.150250  1.065400  \n",
      "894   0.864189  0.145199  \n",
      "1766  1.790707 -0.171588  \n",
      "3516 -0.124195 -1.549089  \n",
      "2971 -0.192750  0.657297  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 982     14.643718\n",
      "1751    11.305405\n",
      "1675    12.643498\n",
      "4467    12.194316\n",
      "970     -4.649062\n",
      "          ...    \n",
      "1181    12.911537\n",
      "894      7.320063\n",
      "1766     8.767075\n",
      "3516     6.671767\n",
      "2971    13.085898\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 982      True\n",
      "1751     True\n",
      "1675     True\n",
      "4467     True\n",
      "970     False\n",
      "        ...  \n",
      "1181     True\n",
      "894      True\n",
      "1766     True\n",
      "3516     True\n",
      "2971     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4223 -2.375288 -0.237689  0.681443  0.513018 -0.530945  0.996154  0.091825   \n",
      "3159 -1.542760 -0.874623  0.563175 -0.347286  1.680365 -0.901116  0.245168   \n",
      "1885 -0.620569  1.540804 -0.226146 -1.334362  1.883119  1.876168 -1.081357   \n",
      "3395 -0.973159  0.726851  0.115389  1.907684 -1.070610  1.926239 -0.863244   \n",
      "61    0.548655  0.532396  0.115160 -0.334981  1.393774  2.348017 -1.181541   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1579 -2.725741 -1.179883 -0.236895 -1.275066  1.316446  2.451421  1.640107   \n",
      "972   0.317175  0.839353 -1.128702  0.070440  1.047694  1.728503  0.232702   \n",
      "681   1.385235  2.072939  3.841589  0.775640  0.873178  0.189736  0.277194   \n",
      "2150  1.404712 -0.078752  0.840459  0.227449  0.751698 -0.132424  0.058800   \n",
      "1309 -0.179994 -0.957910  0.860590  0.073817  0.199432  2.099773  2.581883   \n",
      "\n",
      "            X1        X0  \n",
      "4223 -0.530945  0.091825  \n",
      "3159  1.680365  0.245168  \n",
      "1885  1.883119 -1.081357  \n",
      "3395 -1.070610 -0.863244  \n",
      "61    1.393774 -1.181541  \n",
      "...        ...       ...  \n",
      "1579  1.316446  1.640107  \n",
      "972   1.047694  0.232702  \n",
      "681   0.873178  0.277194  \n",
      "2150  0.751698  0.058800  \n",
      "1309  0.199432  2.581883  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4223    14.724569\n",
      "3159     9.413407\n",
      "1885     9.979054\n",
      "3395    20.435300\n",
      "61      13.491277\n",
      "          ...    \n",
      "1579    15.218652\n",
      "972     16.130196\n",
      "681     23.755831\n",
      "2150    12.307469\n",
      "1309    22.901557\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4223    True\n",
      "3159    True\n",
      "1885    True\n",
      "3395    True\n",
      "61      True\n",
      "        ... \n",
      "1579    True\n",
      "972     True\n",
      "681     True\n",
      "2150    True\n",
      "1309    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3824 -2.003912  1.898421  0.896310  0.240454 -1.205491  1.256398  1.719271   \n",
      "4207  0.230422  0.281306  1.728606 -1.405617  0.839658  3.153856  2.530383   \n",
      "286   0.680146  0.928121  2.292838 -0.016738  2.173161  0.770146  1.803140   \n",
      "4135  1.226008 -0.357089  0.278793  1.647213 -0.381125  1.026641  0.784758   \n",
      "2925 -0.243247 -1.352130  1.583293 -0.324708 -0.244028  1.656629  0.727197   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3379 -0.149739  1.389049  2.061337 -2.584345  2.645849  0.425648 -1.343165   \n",
      "392  -0.537322  0.932778  0.384792 -0.771786 -0.090286  1.607678  0.971530   \n",
      "3907  0.403465  1.188824 -0.342882 -0.100021  0.553331  1.803198 -0.352871   \n",
      "1416 -2.236693  0.430740  0.880130 -0.468192  1.343453  1.219310  0.312754   \n",
      "4042  0.658377  0.794160  0.656213 -1.598469  1.128105  1.273733  0.073187   \n",
      "\n",
      "            X1        X0  \n",
      "3824 -1.205491  1.719271  \n",
      "4207  0.839658  2.530383  \n",
      "286   2.173161  1.803140  \n",
      "4135 -0.381125  0.784758  \n",
      "2925 -0.244028  0.727197  \n",
      "...        ...       ...  \n",
      "3379  2.645849 -1.343165  \n",
      "392  -0.090286  0.971530  \n",
      "3907  0.553331 -0.352871  \n",
      "1416  1.343453  0.312754  \n",
      "4042  1.128105  0.073187  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3824    21.295653\n",
      "4207    24.718232\n",
      "286     24.731708\n",
      "4135    21.659916\n",
      "2925    14.603579\n",
      "          ...    \n",
      "3379     2.474282\n",
      "392     17.121321\n",
      "3907    15.547247\n",
      "1416    15.631333\n",
      "4042     9.585620\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3824    True\n",
      "4207    True\n",
      "286     True\n",
      "4135    True\n",
      "2925    True\n",
      "        ... \n",
      "3379    True\n",
      "392     True\n",
      "3907    True\n",
      "1416    True\n",
      "4042    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "993  -0.814343 -0.234358  0.766346 -0.147340  0.263816  0.485669  0.674125   \n",
      "3678 -1.734487  0.654834 -0.153581  2.321172  0.186116  1.003388  2.867242   \n",
      "932  -1.141941  0.274959  1.741279 -0.513737  0.294620 -0.079315  0.337221   \n",
      "1022 -1.755529  2.169976 -0.061518 -1.390937  0.361521  1.620063  0.412531   \n",
      "811  -1.353672  0.539636  0.565183 -0.889975  0.450723  0.239230  0.920130   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2879  0.133886  1.173967  1.281338 -0.241833  1.360027 -0.541684  0.870527   \n",
      "2680 -0.525709  1.476270  1.347371 -0.472359  0.835164  0.381848  1.181544   \n",
      "3369 -1.595021  1.177175  1.042792  1.413546  0.039312  1.987925  1.448439   \n",
      "1734 -1.252332  0.886807  1.593403 -1.244099  2.802651  2.080347  2.766906   \n",
      "3635 -0.620965  0.650151  0.525486  0.335925  0.640533  2.150589  0.953788   \n",
      "\n",
      "            X1        X0  \n",
      "993   0.263816  0.674125  \n",
      "3678  0.186116  2.867242  \n",
      "932   0.294620  0.337221  \n",
      "1022  0.361521  0.412531  \n",
      "811   0.450723  0.920130  \n",
      "...        ...       ...  \n",
      "2879  1.360027  0.870527  \n",
      "2680  0.835164  1.181544  \n",
      "3369  0.039312  1.448439  \n",
      "1734  2.802651  2.766906  \n",
      "3635  0.640533  0.953788  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 993     13.553431\n",
      "3678    33.229164\n",
      "932     10.896492\n",
      "1022    13.406194\n",
      "811     11.849017\n",
      "          ...    \n",
      "2879    15.871186\n",
      "2680    18.296104\n",
      "3369    28.251476\n",
      "1734    25.646923\n",
      "3635    22.768514\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 993     True\n",
      "3678    True\n",
      "932     True\n",
      "1022    True\n",
      "811     True\n",
      "        ... \n",
      "2879    True\n",
      "2680    True\n",
      "3369    True\n",
      "1734    True\n",
      "3635    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3032  0.220302  1.294247  0.131352 -1.992945  1.458052  2.055461 -0.074674   \n",
      "2619 -0.406931 -1.109946  1.232031  0.252992 -0.946088  1.703702  0.400410   \n",
      "2091 -2.193901  1.307692  1.269638 -1.534620 -0.220866 -0.051604 -0.285848   \n",
      "1930 -1.312374  1.140382  1.988674 -1.419429  1.198663  0.140330 -0.032411   \n",
      "722   0.676736  1.586527  0.934260 -0.735159  1.392006 -0.324908  1.062884   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2473 -2.324178 -1.636786  0.467663  0.753606  1.185271 -1.487449  2.890792   \n",
      "3227 -0.430360 -1.172641  1.489536  0.480718  1.098384  0.721472 -1.523022   \n",
      "4729  0.041833  0.849561  2.008500 -3.678633  1.719113  0.154282 -0.014066   \n",
      "2534 -0.795118 -0.107984  0.064590 -1.353721 -0.319810 -0.059339  0.385530   \n",
      "2970 -1.745821 -1.813947  2.351425  0.455645  0.244394  0.086984  1.555756   \n",
      "\n",
      "            X1        X0  \n",
      "3032  1.458052 -0.074674  \n",
      "2619 -0.946088  0.400410  \n",
      "2091 -0.220866 -0.285848  \n",
      "1930  1.198663 -0.032411  \n",
      "722   1.392006  1.062884  \n",
      "...        ...       ...  \n",
      "2473  1.185271  2.890792  \n",
      "3227  1.098384 -1.523022  \n",
      "4729  1.719113 -0.014066  \n",
      "2534 -0.319810  0.385530  \n",
      "2970  0.244394  1.555756  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3032    10.547249\n",
      "2619    15.486453\n",
      "2091     6.064881\n",
      "1930     8.475289\n",
      "722     15.544217\n",
      "          ...    \n",
      "2473    18.679877\n",
      "3227    10.335566\n",
      "4729    -0.616577\n",
      "2534    -5.417807\n",
      "2970    16.844897\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3032     True\n",
      "2619     True\n",
      "2091     True\n",
      "1930     True\n",
      "722      True\n",
      "        ...  \n",
      "2473     True\n",
      "3227     True\n",
      "4729     True\n",
      "2534    False\n",
      "2970     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4887 -0.171112  1.089539 -0.190495 -0.836605  1.119836  1.128634  1.309560   \n",
      "3238 -1.463691  1.145315  2.175953 -0.300330  1.509274  1.685410  0.584940   \n",
      "3575  0.841120  0.112609  0.857686 -0.848897 -0.060847  0.468781 -1.687943   \n",
      "2160 -2.517672  1.816126  0.761927 -1.691866 -0.183999  1.243991  0.444693   \n",
      "4057 -3.160278 -2.159151 -1.137321 -0.507752  0.582791  0.261563  0.807907   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "420  -0.156121  0.444935  1.449439  0.211085  1.979205  1.514506  3.626965   \n",
      "3638 -1.436147  0.087882  1.053788 -0.282620  1.669072  1.360521 -0.842366   \n",
      "1319 -1.970186  1.743913  0.948327 -0.751477 -0.190233  1.461897 -0.217167   \n",
      "3329 -1.428071 -0.450752 -0.517925 -0.154373 -0.225568  2.207171  3.254927   \n",
      "3090 -0.786290  0.714362 -0.005395  0.113490 -0.036283  0.697682  0.699790   \n",
      "\n",
      "            X1        X0  \n",
      "4887  1.119836  1.309560  \n",
      "3238  1.509274  0.584940  \n",
      "3575 -0.060847 -1.687943  \n",
      "2160 -0.183999  0.444693  \n",
      "4057  0.582791  0.807907  \n",
      "...        ...       ...  \n",
      "420   1.979205  3.626965  \n",
      "3638  1.669072 -0.842366  \n",
      "1319 -0.190233 -0.217167  \n",
      "3329 -0.225568  3.254927  \n",
      "3090 -0.036283  0.699790  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4887    16.906122\n",
      "3238    22.298783\n",
      "3575     2.976490\n",
      "2160     9.369314\n",
      "4057    -5.363667\n",
      "          ...    \n",
      "420     30.491975\n",
      "3638    12.544408\n",
      "1319    12.068295\n",
      "3329    24.326391\n",
      "3090    16.591946\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4887     True\n",
      "3238     True\n",
      "3575     True\n",
      "2160     True\n",
      "4057    False\n",
      "        ...  \n",
      "420      True\n",
      "3638     True\n",
      "1319     True\n",
      "3329     True\n",
      "3090     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2515 -0.198075 -0.165917  2.993068 -1.825433  0.694509  0.848241  0.439546   \n",
      "4567 -0.189958 -1.304142  0.504961 -1.269294  1.311154  1.680837 -0.392259   \n",
      "1870 -0.158185  0.905454  0.845374 -1.835327  0.045983 -0.669689  0.960352   \n",
      "2310  0.537072 -0.045158  0.477489 -0.643935 -0.832698  1.473363  0.997341   \n",
      "2421 -0.430054  0.463699 -0.957441 -1.572121  1.879690 -0.153270  0.987266   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2057 -0.449240  0.089237 -0.228632 -0.312485  3.489880  2.001837 -0.688969   \n",
      "2862 -1.847035 -0.103733  0.663187 -0.492544  0.007565  2.660624 -0.028907   \n",
      "360   1.125781 -0.207180 -0.063478 -0.077175  0.222541 -0.486153  0.041966   \n",
      "2968 -1.010212  1.060274 -1.295115 -1.136601 -0.778110 -0.995377  0.698176   \n",
      "972   0.184547  0.929730 -1.305434 -0.080824  1.389203  1.641698  0.277990   \n",
      "\n",
      "            X1        X0  \n",
      "2515  0.694509  0.439546  \n",
      "4567  1.311154 -0.392259  \n",
      "1870  0.045983  0.960352  \n",
      "2310 -0.832698  0.997341  \n",
      "2421  1.879690  0.987266  \n",
      "...        ...       ...  \n",
      "2057  3.489880 -0.688969  \n",
      "2862  0.007565 -0.028907  \n",
      "360   0.222541  0.041966  \n",
      "2968 -0.778110  0.698176  \n",
      "972   1.389203  0.277990  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2515     8.254026\n",
      "4567     7.661072\n",
      "1870     5.705547\n",
      "2310    12.895913\n",
      "2421     8.337712\n",
      "          ...    \n",
      "2057    16.526524\n",
      "2862    15.063085\n",
      "360      8.869813\n",
      "2968     4.230036\n",
      "972     16.130196\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2515    True\n",
      "4567    True\n",
      "1870    True\n",
      "2310    True\n",
      "2421    True\n",
      "        ... \n",
      "2057    True\n",
      "2862    True\n",
      "360     True\n",
      "2968    True\n",
      "972     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2418 -1.927204  1.229423 -2.001356 -0.789317  0.232021  1.533454 -0.067361   \n",
      "2722 -0.711135  0.481529 -0.379433  0.201514  1.652411  1.913662 -0.852420   \n",
      "212  -1.614352  0.453230 -0.337212  0.058101  0.845197  0.310043  0.695140   \n",
      "2665 -1.029116  0.527420  0.684763  0.927598  0.145399  1.350922  1.620221   \n",
      "278  -2.113598  0.813334 -0.714724 -0.996029  0.431879  0.692735  2.128608   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4692 -1.075750  0.976824  0.548060  0.667727  1.359472 -1.382856  0.711435   \n",
      "4653 -1.185347  0.207250  0.590815 -0.889714 -0.749849  1.958335  0.875743   \n",
      "1416 -2.370692  0.443431  1.057732 -0.457009  1.546471  1.207568  0.400462   \n",
      "1622  0.724101  1.225180  0.077381 -0.695326  0.584931  1.147839  2.154453   \n",
      "3270 -0.478616  2.038248  2.535096 -0.004867  0.543474 -0.653433 -0.382826   \n",
      "\n",
      "            X1        X0  \n",
      "2418  0.232021 -0.067361  \n",
      "2722  1.652411 -0.852420  \n",
      "212   0.845197  0.695140  \n",
      "2665  0.145399  1.620221  \n",
      "278   0.431879  2.128608  \n",
      "...        ...       ...  \n",
      "4692  1.359472  0.711435  \n",
      "4653 -0.749849  0.875743  \n",
      "1416  1.546471  0.400462  \n",
      "1622  0.584931  2.154453  \n",
      "3270  0.543474 -0.382826  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2418     9.017151\n",
      "2722    16.180028\n",
      "212      0.191577\n",
      "2665    24.476981\n",
      "278     16.213255\n",
      "          ...    \n",
      "4692    16.845348\n",
      "4653    12.774998\n",
      "1416    15.631333\n",
      "1622    18.314986\n",
      "3270    13.061657\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2418     True\n",
      "2722     True\n",
      "212     False\n",
      "2665     True\n",
      "278      True\n",
      "        ...  \n",
      "4692     True\n",
      "4653     True\n",
      "1416     True\n",
      "1622     True\n",
      "3270     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "575  -0.893959 -0.543426 -0.322541 -0.062053  1.854147 -1.197041 -0.606640   \n",
      "351  -0.924377 -1.470785  0.434140  0.205457  0.278201 -0.746642  2.091576   \n",
      "3194 -0.691880 -0.149573 -0.234180 -3.189981  2.044305  0.831723 -0.699462   \n",
      "4577  0.034822 -0.109425  0.042881  1.728076  0.063891  0.943563  0.837880   \n",
      "648   1.238762  1.723986  0.140741 -1.113588  2.839474 -0.502791  1.349902   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3777 -1.948010 -0.138263 -0.981940 -1.338028  2.011309  1.351058 -1.624573   \n",
      "3724 -0.089302  0.254336  1.227048 -0.767519  0.531296  0.370273  0.094816   \n",
      "2192 -0.142973  0.228592  0.553945  0.203808  0.606343  1.141364 -1.188002   \n",
      "2383 -0.838310  3.588408 -0.647364  0.997834 -1.376669  0.861224  0.373284   \n",
      "2698 -0.899868  0.551738  0.865915 -1.088740  1.481192 -0.029061  0.254091   \n",
      "\n",
      "            X1        X0  \n",
      "575   1.854147 -0.606640  \n",
      "351   0.278201  2.091576  \n",
      "3194  2.044305 -0.699462  \n",
      "4577  0.063891  0.837880  \n",
      "648   2.839474  1.349902  \n",
      "...        ...       ...  \n",
      "3777  2.011309 -1.624573  \n",
      "3724  0.531296  0.094816  \n",
      "2192  0.606343 -1.188002  \n",
      "2383 -1.376669  0.373284  \n",
      "2698  1.481192  0.254091  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 575     -4.095464\n",
      "351     14.225990\n",
      "3194   -12.905075\n",
      "4577    21.496974\n",
      "648     16.164457\n",
      "          ...    \n",
      "3777     4.608803\n",
      "3724     9.450268\n",
      "2192    10.887621\n",
      "2383    20.535253\n",
      "2698     9.961504\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 575     False\n",
      "351      True\n",
      "3194    False\n",
      "4577     True\n",
      "648      True\n",
      "        ...  \n",
      "3777     True\n",
      "3724     True\n",
      "2192     True\n",
      "2383     True\n",
      "2698     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "243  -1.393847  1.239314  2.476387  1.280400  1.579447  1.953297  1.081866   \n",
      "2356 -1.233613  0.797760  1.742885 -0.680435  0.604842 -0.496335  1.339454   \n",
      "1476 -2.114191  0.537706  0.545876 -1.532401 -0.629865  0.188195  0.971854   \n",
      "1615 -2.348275  1.260865  0.658078  0.377694  4.083849  0.269946  1.457041   \n",
      "4826  0.752964  0.394519  1.551349 -0.618501 -0.847076  0.833929 -0.432117   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4069 -2.477554  1.465898  0.492918 -0.114797  0.391476  1.425136  0.161041   \n",
      "2990  0.220065 -0.080266  0.059059  0.987692  1.425396 -1.397103  2.745460   \n",
      "4846 -1.801620  0.045755  0.473154  0.280939  0.950947  1.786535  0.806085   \n",
      "3193  0.515808  0.876452  0.512412 -0.269458  1.108609  0.762551 -0.091698   \n",
      "2423  1.551455 -1.601828 -0.319707 -1.646842  2.093135  0.955256  0.844693   \n",
      "\n",
      "            X1        X0  \n",
      "243   1.579447  1.081866  \n",
      "2356  0.604842  1.339454  \n",
      "1476 -0.629865  0.971854  \n",
      "1615  4.083849  1.457041  \n",
      "4826 -0.847076 -0.432117  \n",
      "...        ...       ...  \n",
      "4069  0.391476  0.161041  \n",
      "2990  1.425396  2.745460  \n",
      "4846  0.950947  0.806085  \n",
      "3193  1.108609 -0.091698  \n",
      "2423  2.093135  0.844693  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 243     30.846880\n",
      "2356    14.679876\n",
      "1476     6.534670\n",
      "1615    26.617289\n",
      "4826     8.514985\n",
      "          ...    \n",
      "4069    16.811407\n",
      "2990    22.426111\n",
      "4846    19.787427\n",
      "3193    14.414299\n",
      "2423     8.627833\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 243     True\n",
      "2356    True\n",
      "1476    True\n",
      "1615    True\n",
      "4826    True\n",
      "        ... \n",
      "4069    True\n",
      "2990    True\n",
      "4846    True\n",
      "3193    True\n",
      "2423    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2403 -0.969995  1.213910  0.327656 -1.150114  0.016873  2.366523 -1.729893   \n",
      "4308 -1.418994 -0.454352  0.741632  0.275229  1.769427  1.043815  1.358588   \n",
      "3424 -0.705579  0.230969  1.544794 -3.042371  1.306540  0.411542  1.346546   \n",
      "441  -1.201724  0.622974  0.299862 -0.020807 -0.236275  0.380184  0.404932   \n",
      "3315 -0.726704  2.393212 -0.533698 -0.219048 -0.430132  1.576899 -0.503549   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4161 -1.135851 -1.032418  0.466983 -1.402779  1.550146  0.178725  0.541996   \n",
      "691  -1.241421  0.153604 -0.544910  0.004316  0.116255  1.257617 -0.092827   \n",
      "3092 -0.939446  0.410053  0.344075 -1.048379  0.588933  1.805255  0.751272   \n",
      "4109 -1.826549  0.501918 -0.799409 -0.516186 -0.095748 -0.037827  2.278935   \n",
      "2897  1.052731  2.440550  1.227009 -1.631791 -1.626715  0.971238 -0.583470   \n",
      "\n",
      "            X1        X0  \n",
      "2403  0.016873 -1.729893  \n",
      "4308  1.769427  1.358588  \n",
      "3424  1.306540  1.346546  \n",
      "441  -0.236275  0.404932  \n",
      "3315 -0.430132 -0.503549  \n",
      "...        ...       ...  \n",
      "4161  1.550146  0.541996  \n",
      "691   0.116255 -0.092827  \n",
      "3092  0.588933  0.751272  \n",
      "4109 -0.095748  2.278935  \n",
      "2897 -1.626715 -0.583470  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2403     6.778243\n",
      "4308    21.099449\n",
      "3424   -11.373272\n",
      "441     12.552942\n",
      "3315    13.445017\n",
      "          ...    \n",
      "4161     7.086679\n",
      "691     13.886657\n",
      "3092    15.479999\n",
      "4109    -3.143193\n",
      "2897     6.065498\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2403     True\n",
      "4308     True\n",
      "3424    False\n",
      "441      True\n",
      "3315     True\n",
      "        ...  \n",
      "4161     True\n",
      "691      True\n",
      "3092     True\n",
      "4109    False\n",
      "2897     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2097 -0.724450  1.113224  0.621693  0.936561  0.424930  2.309900 -0.588018   \n",
      "4539 -0.038809 -1.104934 -0.962268  0.866136  0.025793  2.305724  3.136368   \n",
      "4835 -0.264064  0.652992  1.546597 -0.842684 -1.917258  2.048027  1.132112   \n",
      "1629 -1.407158  1.648243  0.038206  0.354980 -0.140227 -0.938834  1.256773   \n",
      "4286 -2.021309  1.392227  0.540683 -1.858884 -0.690794  2.580023  0.211263   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1110 -0.487224  0.467248  1.920539 -2.402713  0.670127  1.008161  2.229616   \n",
      "4006 -1.666464  0.925457  1.172749 -2.291173  0.913940 -1.960107 -0.373654   \n",
      "2567 -1.474856  1.798034  1.333531 -1.414827  0.234609  1.090845  1.340494   \n",
      "2840 -0.525453  0.891781 -0.681389 -2.148717  0.382593  1.651407  1.145157   \n",
      "3255  0.475859  2.102134  0.445601 -0.535887  0.195407  0.717216  1.102003   \n",
      "\n",
      "            X1        X0  \n",
      "2097  0.424930 -0.588018  \n",
      "4539  0.025793  3.136368  \n",
      "4835 -1.917258  1.132112  \n",
      "1629 -0.140227  1.256773  \n",
      "4286 -0.690794  0.211263  \n",
      "...        ...       ...  \n",
      "1110  0.670127  2.229616  \n",
      "4006  0.913940 -0.373654  \n",
      "2567  0.234609  1.340494  \n",
      "2840  0.382593  1.145157  \n",
      "3255  0.195407  1.102003  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2097    20.934827\n",
      "4539    27.484782\n",
      "4835    15.205196\n",
      "1629    15.370816\n",
      "4286    10.739781\n",
      "          ...    \n",
      "1110    12.611010\n",
      "4006    -1.145745\n",
      "2567    14.313160\n",
      "2840     8.991936\n",
      "3255    17.764606\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2097    True\n",
      "4539    True\n",
      "4835    True\n",
      "1629    True\n",
      "4286    True\n",
      "        ... \n",
      "1110    True\n",
      "4006    True\n",
      "2567    True\n",
      "2840    True\n",
      "3255    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3340 -0.388886 -1.284348  0.137443 -0.258487  0.415311  0.300727 -1.083254   \n",
      "105  -0.556924 -0.525331  0.352522 -1.168682  1.564095  1.646807  1.687234   \n",
      "3538 -1.850620 -0.750408  0.490849 -1.479950  0.823540  0.148012  1.468367   \n",
      "2981 -0.940365  1.952392  2.080837 -0.293278  1.229979  2.389182  0.287020   \n",
      "3753 -1.324179 -0.368332  0.399042  2.691731  2.024371  0.484801 -0.928300   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3823 -0.668801  1.711727  1.083881 -1.641430  0.040072  0.150536  0.690530   \n",
      "2995 -1.716006  0.696801  0.092981 -1.456137 -0.077277 -0.104273 -0.629880   \n",
      "2377 -1.647661 -0.863723 -0.379512  0.833274  1.660004  0.207046  0.813800   \n",
      "4880 -1.128349 -1.771215  1.449694 -0.893683 -0.366652  1.584717 -0.903891   \n",
      "695  -1.673153  2.300947  0.680248 -0.363144 -0.343125 -0.808848 -1.552175   \n",
      "\n",
      "            X1        X0  \n",
      "3340  0.415311 -1.083254  \n",
      "105   1.564095  1.687234  \n",
      "3538  0.823540  1.468367  \n",
      "2981  1.229979  0.287020  \n",
      "3753  2.024371 -0.928300  \n",
      "...        ...       ...  \n",
      "3823  0.040072  0.690530  \n",
      "2995 -0.077277 -0.629880  \n",
      "2377  1.660004  0.813800  \n",
      "4880 -0.366652 -0.903891  \n",
      "695  -0.343125 -1.552175  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3340     5.849313\n",
      "105     15.498969\n",
      "3538     9.232972\n",
      "2981    21.347782\n",
      "3753    22.805141\n",
      "          ...    \n",
      "3823     9.235226\n",
      "2995    -4.658803\n",
      "2377    17.805240\n",
      "4880     5.623731\n",
      "695      5.890952\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3340     True\n",
      "105      True\n",
      "3538     True\n",
      "2981     True\n",
      "3753     True\n",
      "        ...  \n",
      "3823     True\n",
      "2995    False\n",
      "2377     True\n",
      "4880     True\n",
      "695      True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2650 -0.587470  0.159773  0.744047 -0.145315  0.518353  0.406785  0.928199   \n",
      "2742 -1.790706  0.595585  2.777870 -0.828301  2.003309  0.744362  0.673317   \n",
      "991  -0.524415 -0.001057  1.476591 -0.881356 -0.510090  2.001324  0.457164   \n",
      "4594 -1.085725  0.015836  0.805929  0.518673  0.615014  0.742163  1.499002   \n",
      "1071 -0.732554  1.661162 -0.350108 -1.808438  1.548952  1.134167  0.527728   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1065 -0.764247  2.469009  0.091841  0.498293  1.263207  0.390517  0.403507   \n",
      "3501 -0.546324  1.435781  0.109720 -1.919874  1.245377  1.078512 -0.528592   \n",
      "4177 -1.725846 -0.952722  1.332976 -0.419020  0.869219 -0.328783 -0.146950   \n",
      "4386 -1.075272  1.236440  0.736987  0.001249  0.225869  1.886686  0.901849   \n",
      "3840 -1.470487  0.967763  1.626872 -0.678342  1.026263  2.409768  1.109156   \n",
      "\n",
      "            X1        X0  \n",
      "2650  0.518353  0.928199  \n",
      "2742  2.003309  0.673317  \n",
      "991  -0.510090  0.457164  \n",
      "4594  0.615014  1.499002  \n",
      "1071  1.548952  0.527728  \n",
      "...        ...       ...  \n",
      "1065  1.263207  0.403507  \n",
      "3501  1.245377 -0.528592  \n",
      "4177  0.869219 -0.146950  \n",
      "4386  0.225869  0.901849  \n",
      "3840  1.026263  1.109156  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2650    16.101116\n",
      "2742    16.970073\n",
      "991     13.358038\n",
      "4594    19.138303\n",
      "1071     9.876872\n",
      "          ...    \n",
      "1065    22.179298\n",
      "3501    -3.945331\n",
      "4177     8.139913\n",
      "4386    21.269771\n",
      "3840    21.238516\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2650     True\n",
      "2742     True\n",
      "991      True\n",
      "4594     True\n",
      "1071     True\n",
      "        ...  \n",
      "1065     True\n",
      "3501    False\n",
      "4177     True\n",
      "4386     True\n",
      "3840     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1445  0.157934  0.881353  0.949684 -1.320637  0.978581  1.198479  0.839018   \n",
      "4790 -0.048619  1.612762  0.749009 -0.889417  1.973033  0.770070  0.555366   \n",
      "1347 -2.063459  0.119058  1.041721  0.275066  0.434504 -0.108057  0.887782   \n",
      "3898 -0.894154  1.283674  1.515134 -1.297879  0.810157 -0.002690  2.284361   \n",
      "3571 -1.327067 -1.108909  0.821931  0.192928  0.424379 -0.644465  0.708592   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "404  -1.739857  0.531941  0.892842 -0.493392 -0.048027  1.397940  0.689948   \n",
      "3700  0.355892  0.887200  0.557244 -2.002544  0.530204  1.195679 -0.144680   \n",
      "4760  1.011867 -0.054641  1.464039 -1.118448 -1.593873  1.617695  1.097653   \n",
      "4333 -0.176676  0.349706  0.902382  1.186150  0.548256  1.471155  0.306739   \n",
      "1929  1.271618  0.113214  1.174402 -0.428694 -1.163222  2.566256  0.500655   \n",
      "\n",
      "            X1        X0  \n",
      "1445  0.978581  0.839018  \n",
      "4790  1.973033  0.555366  \n",
      "1347  0.434504  0.887782  \n",
      "3898  0.810157  2.284361  \n",
      "3571  0.424379  0.708592  \n",
      "...        ...       ...  \n",
      "404  -0.048027  0.689948  \n",
      "3700  0.530204 -0.144680  \n",
      "4760 -1.593873  1.097653  \n",
      "4333  0.548256  0.306739  \n",
      "1929 -1.163222  0.500655  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1445    12.792580\n",
      "4790    15.905647\n",
      "1347    15.851985\n",
      "3898    16.657432\n",
      "3571    12.522827\n",
      "          ...    \n",
      "404     14.736129\n",
      "3700     6.868047\n",
      "4760    11.041361\n",
      "4333    22.828088\n",
      "1929    14.562180\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1445    True\n",
      "4790    True\n",
      "1347    True\n",
      "3898    True\n",
      "3571    True\n",
      "        ... \n",
      "404     True\n",
      "3700    True\n",
      "4760    True\n",
      "4333    True\n",
      "1929    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3504 -1.134924  1.289661  2.170203 -0.021722  0.261806 -0.378066 -2.108125   \n",
      "1178 -0.985894 -0.442373 -0.330959  0.633053 -0.616648 -0.601265  1.575822   \n",
      "3351 -2.145573  0.033974  0.629687 -0.580718  0.581416  2.470293  2.216691   \n",
      "1272  0.734355 -0.619738 -0.871313 -2.647357  0.462702  1.558358  0.537258   \n",
      "4052 -0.565704  0.235079  1.671794 -0.405685 -0.211681  0.186023  0.208999   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4650  0.677497  0.519374  0.080586 -0.572107 -0.787767  1.842621 -1.330651   \n",
      "166  -0.803999  0.134029 -1.324852 -2.270239  0.370190  1.333716  0.556630   \n",
      "2676  0.211382  1.960381 -1.534947 -0.787584  1.455289  0.515798  0.595600   \n",
      "1861 -1.301101 -0.599029  0.931425 -1.025911 -1.432371  0.459373 -1.525713   \n",
      "2616 -1.229733  0.078032  0.740310 -0.100753  1.500652  1.858375  1.816056   \n",
      "\n",
      "            X1        X0  \n",
      "3504  0.261806 -2.108125  \n",
      "1178 -0.616648  1.575822  \n",
      "3351  0.581416  2.216691  \n",
      "1272  0.462702  0.537258  \n",
      "4052 -0.211681  0.208999  \n",
      "...        ...       ...  \n",
      "4650 -0.787767 -1.330651  \n",
      "166   0.370190  0.556630  \n",
      "2676  1.455289  0.595600  \n",
      "1861 -1.432371 -1.525713  \n",
      "2616  1.500652  1.816056  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3504     7.537387\n",
      "1178    14.587888\n",
      "3351    21.882203\n",
      "1272   -10.153172\n",
      "4052    10.650720\n",
      "          ...    \n",
      "4650     6.196656\n",
      "166     -7.616022\n",
      "2676    -0.532032\n",
      "1861    -1.498529\n",
      "2616    22.911657\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3504     True\n",
      "1178     True\n",
      "3351     True\n",
      "1272    False\n",
      "4052     True\n",
      "        ...  \n",
      "4650     True\n",
      "166     False\n",
      "2676    False\n",
      "1861     True\n",
      "2616     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2794 -0.509229 -0.009370 -0.602683 -0.727030 -0.015826  0.592489  0.693140   \n",
      "2373  0.674604  2.873787  2.097700  1.071150 -0.163876 -0.217781  0.358853   \n",
      "2206 -1.336446 -0.230886  0.858336 -0.560889  0.780944  0.252263  1.424432   \n",
      "4143 -0.105186  0.445746 -0.050919  0.064939  0.212045  0.812463  0.378121   \n",
      "345  -0.006951  0.334194 -0.503570 -1.467678  2.314972  0.962711  0.033054   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4876 -2.824120  0.760111  0.544289 -0.982016  1.794894  0.995632  0.204003   \n",
      "418  -3.441889  1.669684  0.050396 -0.478919 -1.507793  0.532082  0.022689   \n",
      "1041 -1.970665  1.093929  0.047535 -0.035217 -0.061445 -1.246048 -2.173708   \n",
      "4661 -0.659542 -0.041555  0.929808 -0.191546  1.238095  0.241377 -1.449907   \n",
      "4608 -1.184279 -0.966304  0.368342  0.077350  2.219335  1.537889  1.210870   \n",
      "\n",
      "            X1        X0  \n",
      "2794 -0.015826  0.693140  \n",
      "2373 -0.163876  0.358853  \n",
      "2206  0.780944  1.424432  \n",
      "4143  0.212045  0.378121  \n",
      "345   2.314972  0.033054  \n",
      "...        ...       ...  \n",
      "4876  1.794894  0.204003  \n",
      "418  -1.507793  0.022689  \n",
      "1041 -0.061445 -2.173708  \n",
      "4661  1.238095 -1.449907  \n",
      "4608  2.219335  1.210870  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2794     9.291608\n",
      "2373    22.088971\n",
      "2206    -1.587360\n",
      "4143    14.021612\n",
      "345      9.979814\n",
      "          ...    \n",
      "4876    12.658428\n",
      "418      1.511423\n",
      "1041    -1.846986\n",
      "4661     9.339063\n",
      "4608    20.622514\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2794     True\n",
      "2373     True\n",
      "2206    False\n",
      "4143     True\n",
      "345      True\n",
      "        ...  \n",
      "4876     True\n",
      "418     False\n",
      "1041    False\n",
      "4661     True\n",
      "4608     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4969 -0.526807  0.399866  0.385860 -0.165877  0.659579  0.442259 -0.118927   \n",
      "2003 -1.833844  0.093873  1.257844 -0.632127  0.240866 -0.253256 -0.179820   \n",
      "997  -0.237367 -0.248620 -0.198269 -0.675212  1.762610  1.192570  1.460304   \n",
      "2154 -1.212500  0.299802  1.945256 -2.434866  1.686610  0.944095 -0.721362   \n",
      "3028 -1.554672  0.919020 -0.164948 -1.024453  1.806787  1.372725 -0.602803   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1971  0.522877  1.319402  0.992489 -1.201716 -0.184132  1.281353  1.180625   \n",
      "3444 -0.883157  1.079336  0.931513  0.308963  0.549625 -0.411188 -0.191925   \n",
      "330  -1.634926  0.300268  0.252668 -1.336995  0.507383  0.546305  1.250214   \n",
      "4264 -0.878562  0.274682  2.007583 -0.856821  1.000967  0.561082  1.271799   \n",
      "1743  0.954056 -0.660167  1.123467 -1.553585 -1.165262  1.857716  2.402030   \n",
      "\n",
      "            X1        X0  \n",
      "4969  0.659579 -0.118927  \n",
      "2003  0.240866 -0.179820  \n",
      "997   1.762610  1.460304  \n",
      "2154  1.686610 -0.721362  \n",
      "3028  1.806787 -0.602803  \n",
      "...        ...       ...  \n",
      "1971 -0.184132  1.180625  \n",
      "3444  0.549625 -0.191925  \n",
      "330   0.507383  1.250214  \n",
      "4264  1.000967  1.271799  \n",
      "1743 -1.165262  2.402030  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4969    12.832339\n",
      "2003    -2.513661\n",
      "997     17.631785\n",
      "2154     4.044155\n",
      "3028     9.901710\n",
      "          ...    \n",
      "1971    15.120535\n",
      "3444    13.192000\n",
      "330     -3.407005\n",
      "4264    15.833332\n",
      "1743    13.612478\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4969     True\n",
      "2003    False\n",
      "997      True\n",
      "2154     True\n",
      "3028     True\n",
      "        ...  \n",
      "1971     True\n",
      "3444     True\n",
      "330     False\n",
      "4264     True\n",
      "1743     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "887   0.647786 -1.248771  0.843151 -1.612505  0.188263 -0.175202  0.569332   \n",
      "3753 -1.289924 -0.435073  0.467527  2.571965  1.982370  0.631310 -1.057045   \n",
      "3361  0.739323 -0.514358  0.619999  0.786020  0.810472  2.133648 -0.121762   \n",
      "4030  0.343676  0.233957 -0.332339 -0.946069 -0.544799  0.340357 -0.680515   \n",
      "261  -0.627597  1.568936  0.567079  0.210961  3.142328  1.761770  0.334043   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2894 -2.161227  1.959011 -0.415555 -1.999010  1.698876  1.404095  1.478380   \n",
      "3528 -0.198218  0.632712  2.018356 -0.369358 -0.397240  0.231755  1.498539   \n",
      "1104 -3.799205  1.701245  0.756331  0.336664  0.862368  0.209471  0.112228   \n",
      "2588  0.161575 -0.097802  0.198469 -0.302880  0.252985  1.288812  0.284869   \n",
      "781  -1.672286  0.430516  0.964540 -0.084711  2.445111  1.206459  0.548160   \n",
      "\n",
      "            X1        X0  \n",
      "887   0.188263  0.569332  \n",
      "3753  1.982370 -1.057045  \n",
      "3361  0.810472 -0.121762  \n",
      "4030 -0.544799 -0.680515  \n",
      "261   3.142328  0.334043  \n",
      "...        ...       ...  \n",
      "2894  1.698876  1.478380  \n",
      "3528 -0.397240  1.498539  \n",
      "1104  0.862368  0.112228  \n",
      "2588  0.252985  0.284869  \n",
      "781   2.445111  0.548160  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 887      4.725979\n",
      "3753    22.805141\n",
      "3361    18.658229\n",
      "4030     4.058604\n",
      "261     23.154129\n",
      "          ...    \n",
      "2894    -2.662397\n",
      "3528    16.882405\n",
      "1104    17.587675\n",
      "2588    12.210794\n",
      "781     20.333706\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 887      True\n",
      "3753     True\n",
      "3361     True\n",
      "4030     True\n",
      "261      True\n",
      "        ...  \n",
      "2894    False\n",
      "3528     True\n",
      "1104     True\n",
      "2588     True\n",
      "781      True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4332 -0.907694  1.815626  1.767538 -0.773072  0.220592  0.906210  2.280102   \n",
      "673  -1.468475  1.563695  0.141325  0.223446  0.604969  0.256352  0.421624   \n",
      "623  -0.056064 -0.043546 -0.181430 -0.158267  0.559025  0.509114  1.063050   \n",
      "2138 -3.001908  1.058495 -0.139329  0.371353  0.414010  1.152628 -1.057525   \n",
      "2185  0.114270 -0.838297  1.028792 -1.080638  1.046426  0.550953 -0.834664   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3827 -3.383688  1.050542  2.390785  1.456563  1.156852 -1.595612 -1.253333   \n",
      "853  -0.614033 -0.289398  0.238281 -0.248668 -0.439508 -2.528850  0.275195   \n",
      "2443 -0.611653  0.570306 -0.241272 -0.306100  2.617478  0.194095  0.536435   \n",
      "219  -1.025929  0.833074 -0.023081 -0.703600  1.796676  0.632840 -0.175179   \n",
      "2955  1.093058  3.127698 -0.846231 -1.171870  0.012910 -0.091532  0.393584   \n",
      "\n",
      "            X1        X0  \n",
      "4332  0.220592  2.280102  \n",
      "673   0.604969  0.421624  \n",
      "623   0.559025  1.063050  \n",
      "2138  0.414010 -1.057525  \n",
      "2185  1.046426 -0.834664  \n",
      "...        ...       ...  \n",
      "3827  1.156852 -1.253333  \n",
      "853  -0.439508  0.275195  \n",
      "2443  2.617478  0.536435  \n",
      "219   1.796676 -0.175179  \n",
      "2955  0.012910  0.393584  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4332    20.937708\n",
      "673     16.846729\n",
      "623     14.746132\n",
      "2138    12.519135\n",
      "2185     4.717622\n",
      "          ...    \n",
      "3827    14.752545\n",
      "853      2.444720\n",
      "2443    -0.923665\n",
      "219      0.346604\n",
      "2955     9.729235\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4332     True\n",
      "673      True\n",
      "623      True\n",
      "2138     True\n",
      "2185     True\n",
      "        ...  \n",
      "3827     True\n",
      "853      True\n",
      "2443    False\n",
      "219     False\n",
      "2955     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1703 -1.828029 -0.335666 -0.351065  0.442498 -0.498773 -0.198457  1.331384   \n",
      "3178  0.971743  1.399417  0.309311  0.303258 -0.952918  0.772788 -0.827538   \n",
      "1820 -0.984237  0.626993  1.848111 -0.594848  0.888032  0.172698 -2.151175   \n",
      "757  -0.816277  0.148933  0.687384 -0.292612 -0.320148  1.815420 -0.457672   \n",
      "3720 -0.425715  2.565225 -0.536496 -1.170983  1.158144  0.211246 -0.740054   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1182 -0.741124  0.322423  1.397709  1.576796  1.047337  0.816550 -0.300212   \n",
      "807  -0.715486 -0.315517  2.265288 -0.626485  1.423795 -0.635069  0.885379   \n",
      "3474  1.027515 -0.496808 -1.607622 -0.543358  1.433125 -0.239700  2.381587   \n",
      "4206 -0.958381  0.390929 -0.491502 -1.169576  1.543758 -1.203455 -0.502728   \n",
      "2383 -1.040776  3.271469 -0.393049  1.037703 -1.520659  0.824744  0.639494   \n",
      "\n",
      "            X1        X0  \n",
      "1703 -0.498773  1.331384  \n",
      "3178 -0.952918 -0.827538  \n",
      "1820  0.888032 -2.151175  \n",
      "757  -0.320148 -0.457672  \n",
      "3720  1.158144 -0.740054  \n",
      "...        ...       ...  \n",
      "1182  1.047337 -0.300212  \n",
      "807   1.423795  0.885379  \n",
      "3474  1.433125  2.381587  \n",
      "4206  1.543758 -0.502728  \n",
      "2383 -1.520659  0.639494  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1703    12.819395\n",
      "3178    13.045371\n",
      "1820     5.291918\n",
      "757     12.151018\n",
      "3720     7.386814\n",
      "          ...    \n",
      "1182    21.811186\n",
      "807     12.028003\n",
      "3474    15.078181\n",
      "4206    -7.891647\n",
      "2383    20.535253\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1703     True\n",
      "3178     True\n",
      "1820     True\n",
      "757      True\n",
      "3720     True\n",
      "        ...  \n",
      "1182     True\n",
      "807      True\n",
      "3474     True\n",
      "4206    False\n",
      "2383     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4606 -0.985176 -1.413322  1.829125 -0.691010  0.518985  2.215045 -1.513933   \n",
      "2065 -0.233839 -2.154374 -1.057263 -0.678044  1.788358  0.548807  0.707923   \n",
      "1016  0.679103 -0.621239  2.402793 -0.628063  1.514291  1.386370  0.323411   \n",
      "3124 -1.995906 -0.192254  0.483951  0.947836  2.341731  0.618932  0.139852   \n",
      "2294  0.747625  1.146832 -0.343438  0.207316 -0.855702  0.144116  1.302840   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3429 -2.193490  0.312416 -1.133474 -0.720247  0.050679  0.540739  1.736235   \n",
      "98   -2.497563  0.684866  2.666157 -0.151620  2.364939  0.640248  1.320781   \n",
      "142  -2.067094  1.452610  1.148635  1.011681 -1.255125 -0.854402  0.003848   \n",
      "2943  0.079885  0.692066  1.229596 -0.299304  1.375128  1.549257  0.852027   \n",
      "4903 -1.417454  1.093360  0.961906 -2.032979  2.239787 -1.305121  0.940288   \n",
      "\n",
      "            X1        X0  \n",
      "4606  0.518985 -1.513933  \n",
      "2065  1.788358  0.707923  \n",
      "1016  1.514291  0.323411  \n",
      "3124  2.341731  0.139852  \n",
      "2294 -0.855702  1.302840  \n",
      "...        ...       ...  \n",
      "3429  0.050679  1.736235  \n",
      "98    2.364939  1.320781  \n",
      "142  -1.255125  0.003848  \n",
      "2943  1.375128  0.852027  \n",
      "4903  2.239787  0.940288  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4606     7.922957\n",
      "2065    10.057531\n",
      "1016    15.464256\n",
      "3124    19.938761\n",
      "2294    16.288430\n",
      "          ...    \n",
      "3429    -2.741528\n",
      "98      23.946390\n",
      "142     14.029083\n",
      "2943    20.315704\n",
      "4903    -9.626413\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4606     True\n",
      "2065     True\n",
      "1016     True\n",
      "3124     True\n",
      "2294     True\n",
      "        ...  \n",
      "3429    False\n",
      "98       True\n",
      "142      True\n",
      "2943     True\n",
      "4903    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4973 -0.924853 -0.066155  1.456568 -0.003134 -0.128676  2.022131 -0.704950   \n",
      "4884  0.063877  0.872834  0.892359  0.113143  0.249195  1.305704 -0.233228   \n",
      "3805 -1.475823 -1.286849  0.729340  0.174858 -0.039381  0.200033  0.649977   \n",
      "4987 -0.928933  2.961532  0.299451 -0.716273  1.017624  0.124695 -0.014088   \n",
      "4312 -2.437919  0.183357 -0.430765 -0.440083 -0.242872  1.776958 -0.603837   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4362 -0.488462  0.299387  1.094476 -1.530664  3.669142  0.211162  0.537109   \n",
      "4654 -0.550451  0.513632 -1.266170 -1.868085  1.925085  0.054006  0.222019   \n",
      "92   -2.159707  0.862291  1.207714 -1.945746 -1.022098  1.236160  0.489657   \n",
      "4277 -0.165153  0.361001 -1.614017 -0.733966 -0.957538  1.590356  2.407209   \n",
      "4893 -1.222284  0.846185 -1.994895 -1.097770  0.941235 -0.781665 -0.474580   \n",
      "\n",
      "            X1        X0  \n",
      "4973 -0.128676 -0.704950  \n",
      "4884  0.249195 -0.233228  \n",
      "3805 -0.039381  0.649977  \n",
      "4987  1.017624 -0.014088  \n",
      "4312 -0.242872 -0.603837  \n",
      "...        ...       ...  \n",
      "4362  3.669142  0.537109  \n",
      "4654  1.925085  0.222019  \n",
      "92   -1.022098  0.489657  \n",
      "4277 -0.957538  2.407209  \n",
      "4893  0.941235 -0.474580  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4973    15.124169\n",
      "4884    16.342318\n",
      "3805    13.285873\n",
      "4987    13.615836\n",
      "4312     9.044359\n",
      "          ...    \n",
      "4362    12.945250\n",
      "4654    -8.366452\n",
      "92       6.543226\n",
      "4277    16.774849\n",
      "4893    -8.462102\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4973     True\n",
      "4884     True\n",
      "3805     True\n",
      "4987     True\n",
      "4312     True\n",
      "        ...  \n",
      "4362     True\n",
      "4654    False\n",
      "92       True\n",
      "4277     True\n",
      "4893    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2350 -0.755456  1.475191  2.396396 -0.575682  2.319394  0.505032 -0.926692   \n",
      "489   0.040611 -0.607810  0.615361 -2.551279  0.183027  0.982056  1.144156   \n",
      "2900 -1.605473 -1.212785  0.008277  1.127418  1.708635 -1.210848 -0.202305   \n",
      "3500 -0.735880  0.447605  0.452272 -0.353272  2.288329  0.721014  0.496317   \n",
      "4026 -1.346610 -0.318391  0.502688 -0.409177  1.679942  1.388348  0.216231   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4290 -2.066212  2.168637  0.673951 -0.503812  0.241676  2.978224  0.953242   \n",
      "3982 -0.932509  1.750141  0.725719  1.083560  0.441405  2.985263 -0.954689   \n",
      "4020 -0.165458  1.723711  0.115381  0.143789  1.971025  1.070207  0.694110   \n",
      "2080  0.082098  0.942567  0.942827 -0.439121  3.103362  1.212419  2.543083   \n",
      "1585 -0.154440  0.821026  0.645592 -0.109980 -0.211941  1.220924  1.460406   \n",
      "\n",
      "            X1        X0  \n",
      "2350  2.319394 -0.926692  \n",
      "489   0.183027  1.144156  \n",
      "2900  1.708635 -0.202305  \n",
      "3500  2.288329  0.496317  \n",
      "4026  1.679942  0.216231  \n",
      "...        ...       ...  \n",
      "4290  0.241676  0.953242  \n",
      "3982  0.441405 -0.954689  \n",
      "4020  1.971025  0.694110  \n",
      "2080  3.103362  2.543083  \n",
      "1585 -0.211941  1.460406  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2350    14.083194\n",
      "489      6.154929\n",
      "2900    11.769625\n",
      "3500    15.405003\n",
      "4026    15.576295\n",
      "          ...    \n",
      "4290    22.362272\n",
      "3982    22.256419\n",
      "4020    21.365717\n",
      "2080    25.914479\n",
      "1585    20.284477\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2350    True\n",
      "489     True\n",
      "2900    True\n",
      "3500    True\n",
      "4026    True\n",
      "        ... \n",
      "4290    True\n",
      "3982    True\n",
      "4020    True\n",
      "2080    True\n",
      "1585    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4416 -0.091327 -0.623501 -0.882229 -0.081303  1.263159  0.177128 -1.459261   \n",
      "1637 -1.160312  0.538132  0.920333 -1.132473  1.801704  1.687089  1.016549   \n",
      "3547 -1.205035  2.474338 -0.620250  0.960070 -0.052151  0.202932  1.673578   \n",
      "1740 -1.584823  1.703733  0.592374 -0.485162  1.762677  1.174493  0.008531   \n",
      "1157  0.481751  1.490346 -0.028161  1.145779 -0.130515  1.937659  0.711980   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "142  -2.040016  1.321714  0.966673  1.118479 -1.001616 -0.587520  0.288883   \n",
      "1130 -0.021043  1.978941  1.016487 -0.989182  1.044488  1.536509  0.004076   \n",
      "1965 -0.813727  1.117142  0.273113 -1.446278 -0.319426  1.230648  0.645897   \n",
      "1665 -1.385305  3.250171  0.076315 -1.695269 -0.968828  0.890182  2.037059   \n",
      "2048  0.445293  0.620194  1.178090 -1.486595  1.421955 -0.742509 -1.764916   \n",
      "\n",
      "            X1        X0  \n",
      "4416  1.263159 -1.459261  \n",
      "1637  1.801704  1.016549  \n",
      "3547 -0.052151  1.673578  \n",
      "1740  1.762677  0.008531  \n",
      "1157 -0.130515  0.711980  \n",
      "...        ...       ...  \n",
      "142  -1.001616  0.288883  \n",
      "1130  1.044488  0.004076  \n",
      "1965 -0.319426  0.645897  \n",
      "1665 -0.968828  2.037059  \n",
      "2048  1.421955 -1.764916  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4416     6.309210\n",
      "1637    18.702078\n",
      "3547    24.606298\n",
      "1740    16.167802\n",
      "1157    24.879949\n",
      "          ...    \n",
      "142     14.029083\n",
      "1130    16.506771\n",
      "1965    10.345208\n",
      "1665    14.044587\n",
      "2048     0.899728\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4416    True\n",
      "1637    True\n",
      "3547    True\n",
      "1740    True\n",
      "1157    True\n",
      "        ... \n",
      "142     True\n",
      "1130    True\n",
      "1965    True\n",
      "1665    True\n",
      "2048    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1135 -0.281222  0.964905  1.134064 -0.582537  0.382292  0.990564  1.095539   \n",
      "3411 -1.266649 -0.568396  0.860821 -0.024453  1.392185  0.300098  0.021430   \n",
      "1786 -0.134417  2.272534 -0.571929 -1.248139  2.737251  0.401346 -2.260534   \n",
      "1549 -1.115510 -0.104407  1.408715 -0.792796  0.864442  4.178870  1.209419   \n",
      "4782 -0.646561  1.335191  0.409835 -0.249687  1.427670  0.879261  1.155325   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2353 -1.768302 -1.867135  1.255571 -1.505570  1.346884  0.627257  1.727211   \n",
      "4897 -2.417103  0.082715  1.154150  0.300634  1.301368  1.117896 -0.751686   \n",
      "2249 -0.177266  2.703078 -1.817029 -0.501471  2.139271 -1.594365  2.299965   \n",
      "3765  0.040642 -0.299184  0.641455 -2.739953  0.361066  1.229437  0.307146   \n",
      "4994  0.030839 -1.054564 -0.854859  1.001759  2.022406  1.649120 -0.363899   \n",
      "\n",
      "            X1        X0  \n",
      "1135  0.382292  1.095539  \n",
      "3411  1.392185  0.021430  \n",
      "1786  2.737251 -2.260534  \n",
      "1549  0.864442  1.209419  \n",
      "4782  1.427670  1.155325  \n",
      "...        ...       ...  \n",
      "2353  1.346884  1.727211  \n",
      "4897  1.301368 -0.751686  \n",
      "2249  2.139271  2.299965  \n",
      "3765  0.361066  0.307146  \n",
      "4994  2.022406 -0.363899  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1135    16.710057\n",
      "3411     0.405827\n",
      "1786    -2.134789\n",
      "1549    22.479470\n",
      "4782    19.984507\n",
      "          ...    \n",
      "2353    11.389872\n",
      "4897    13.834616\n",
      "2249    -3.811327\n",
      "3765     2.892725\n",
      "4994    18.220206\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1135     True\n",
      "3411    False\n",
      "1786    False\n",
      "1549     True\n",
      "4782     True\n",
      "        ...  \n",
      "2353     True\n",
      "4897     True\n",
      "2249    False\n",
      "3765     True\n",
      "4994     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2423  1.313891 -1.425560 -0.555575 -1.453188  1.973856  0.939141  1.045423   \n",
      "1131 -1.693543 -0.633401 -0.244721  1.011332  0.370894  0.426450  0.555555   \n",
      "1226  0.066131  1.066063  2.397223 -0.280528  1.167369  0.284834 -0.505750   \n",
      "4930 -1.091949  0.093762 -0.476886 -0.592713  0.800676  2.086942  0.438275   \n",
      "4796  0.387939 -0.558529 -0.808256 -1.583116 -0.221437  0.918401  1.389057   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3190 -0.196074 -1.153021 -0.380106 -0.087763  2.522719  0.236204  1.678618   \n",
      "1419  0.404447  0.280240  2.315007 -0.472548  1.184538  0.179481  1.870890   \n",
      "460   1.527177  0.064685  1.476305  1.423149  2.390831  2.209933  1.049802   \n",
      "1282 -0.279848  0.250113 -0.265738  1.068069 -0.462574  0.510346  0.149537   \n",
      "4917 -2.107588  0.744983  0.804179 -2.416793 -0.163161 -0.077826 -0.001054   \n",
      "\n",
      "            X1        X0  \n",
      "2423  1.973856  1.045423  \n",
      "1131  0.370894  0.555555  \n",
      "1226  1.167369 -0.505750  \n",
      "4930  0.800676  0.438275  \n",
      "4796 -0.221437  1.389057  \n",
      "...        ...       ...  \n",
      "3190  2.522719  1.678618  \n",
      "1419  1.184538  1.870890  \n",
      "460   2.390831  1.049802  \n",
      "1282 -0.462574  0.149537  \n",
      "4917 -0.163161 -0.001054  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2423     8.627833\n",
      "1131     3.552438\n",
      "1226    13.664913\n",
      "4930    15.380296\n",
      "4796     8.560018\n",
      "          ...    \n",
      "3190    17.881498\n",
      "1419    19.366384\n",
      "460     31.041493\n",
      "1282    16.194476\n",
      "4917     0.538065\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2423     True\n",
      "1131    False\n",
      "1226     True\n",
      "4930     True\n",
      "4796     True\n",
      "        ...  \n",
      "3190     True\n",
      "1419     True\n",
      "460      True\n",
      "1282     True\n",
      "4917     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3425 -0.605994 -0.272545  0.981380  0.431137 -0.965191 -0.465712  0.320821   \n",
      "2663 -1.408479  2.417105  2.429203  1.026012 -0.182811  0.062013  0.551676   \n",
      "2695 -1.355949 -0.566987  2.124682 -0.218687  0.830973  2.108500 -0.528908   \n",
      "848  -0.336448  0.894186 -0.504141 -1.878301  0.513077 -1.605438  0.304201   \n",
      "1486 -2.009215  1.213251  0.802447 -1.362332  0.100483  0.326390 -0.954456   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1538 -1.425673  0.657095  0.349884 -0.610789 -0.324695 -2.498152  1.037165   \n",
      "4812  0.864379  1.312268 -1.668203 -1.114814 -0.053836  0.864755 -0.155286   \n",
      "655  -2.035329  0.558438 -0.445118 -0.816030  0.663981  1.049478 -2.537830   \n",
      "1806  0.107980 -0.426287  2.159411  0.443566  3.334597  1.331715 -0.317471   \n",
      "3174 -2.151045  0.023354  1.099043 -1.068050  1.929450 -0.348858 -0.805043   \n",
      "\n",
      "            X1        X0  \n",
      "3425 -0.965191  0.320821  \n",
      "2663 -0.182811  0.551676  \n",
      "2695  0.830973 -0.528908  \n",
      "848   0.513077  0.304201  \n",
      "1486  0.100483 -0.954456  \n",
      "...        ...       ...  \n",
      "1538 -0.324695  1.037165  \n",
      "4812 -0.053836 -0.155286  \n",
      "655   0.663981 -2.537830  \n",
      "1806  3.334597 -0.317471  \n",
      "3174  1.929450 -0.805043  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3425     1.426775\n",
      "2663    21.031664\n",
      "2695    14.360934\n",
      "848    -11.022335\n",
      "1486     4.817688\n",
      "          ...    \n",
      "1538     6.273892\n",
      "4812    -2.947507\n",
      "655     -0.783883\n",
      "1806    22.491435\n",
      "3174     5.189402\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3425    False\n",
      "2663     True\n",
      "2695     True\n",
      "848     False\n",
      "1486     True\n",
      "        ...  \n",
      "1538     True\n",
      "4812    False\n",
      "655     False\n",
      "1806     True\n",
      "3174     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "485  -0.750612  0.352444 -0.049221 -1.876171  1.777821  1.451366 -0.117956   \n",
      "4237 -1.488657  0.596812 -0.335990 -0.497778  1.783279  0.371972  0.423451   \n",
      "963  -0.479684 -1.138172  2.027868 -1.306449  2.173722  0.100644 -1.344181   \n",
      "3191  1.048245  2.059354  2.097785  2.787806  1.835143  1.088833  1.327681   \n",
      "744  -2.168934  0.665169  0.584811 -0.024916  1.908723  0.918186 -0.335756   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1030 -0.072146  1.033105  0.531626 -1.389469  1.494895  0.488915 -1.363424   \n",
      "4903 -1.410788  0.942581  0.632891 -1.977308  2.317690 -1.230435  1.409604   \n",
      "2916 -2.012007  1.661550 -1.914363 -0.319921  1.257414  1.410351  0.673147   \n",
      "3953 -1.576742  1.710448  0.456203  2.176779  0.498610  0.133145 -1.550895   \n",
      "4515  0.575359  1.849909  0.024926 -1.176838  0.686641  1.182977  1.932679   \n",
      "\n",
      "            X1        X0  \n",
      "485   1.777821 -0.117956  \n",
      "4237  1.783279  0.423451  \n",
      "963   2.173722 -1.344181  \n",
      "3191  1.835143  1.327681  \n",
      "744   1.908723 -0.335756  \n",
      "...        ...       ...  \n",
      "1030  1.494895 -1.363424  \n",
      "4903  2.317690  1.409604  \n",
      "2916  1.257414  0.673147  \n",
      "3953  0.498610 -1.550895  \n",
      "4515  0.686641  1.932679  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 485      8.942879\n",
      "4237    -1.408150\n",
      "963      4.067386\n",
      "3191    38.611636\n",
      "744     14.550818\n",
      "          ...    \n",
      "1030     6.345511\n",
      "4903    -9.626413\n",
      "2916     2.235093\n",
      "3953    18.679177\n",
      "4515    16.478973\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 485      True\n",
      "4237    False\n",
      "963      True\n",
      "3191     True\n",
      "744      True\n",
      "        ...  \n",
      "1030     True\n",
      "4903    False\n",
      "2916    False\n",
      "3953     True\n",
      "4515     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2519  0.072363  0.798364 -0.075107 -0.936073  0.305306 -0.393430  0.934479   \n",
      "3499  0.025865  0.556109 -1.274654 -0.779471  0.577634  0.295597  1.135611   \n",
      "4777 -0.522092  1.212678  0.655469  0.496944 -1.642839  2.780525  0.908277   \n",
      "1410  0.558607  0.229901 -1.455303 -0.934933  1.181067  1.361121  0.859019   \n",
      "2189  0.110124  0.292645  1.777750 -0.151447  0.272556 -0.563095  1.338846   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1727  0.631747  0.526724  0.155784 -0.029724  2.325754  3.279341  0.508250   \n",
      "2694 -1.507795  1.143910 -0.142880  0.038152  2.583556  1.072019  1.211221   \n",
      "1448 -0.295083  1.433990  0.448914  0.088954 -0.528242  0.190636  0.649551   \n",
      "4180  0.724292  1.196885  0.579730 -0.957507  1.917360  1.837993  0.890797   \n",
      "2650 -0.552185  0.096846  0.518350 -0.154764  0.500019  0.517745  0.970394   \n",
      "\n",
      "            X1        X0  \n",
      "2519  0.305306  0.934479  \n",
      "3499  0.577634  1.135611  \n",
      "4777 -1.642839  0.908277  \n",
      "1410  1.181067  0.859019  \n",
      "2189  0.272556  1.338846  \n",
      "...        ...       ...  \n",
      "1727  2.325754  0.508250  \n",
      "2694  2.583556  1.211221  \n",
      "1448 -0.528242  0.649551  \n",
      "4180  1.917360  0.890797  \n",
      "2650  0.500019  0.970394  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2519     9.881811\n",
      "3499    -3.942523\n",
      "4777    22.105855\n",
      "1410    13.013906\n",
      "2189    16.997943\n",
      "          ...    \n",
      "1727    23.630987\n",
      "2694    22.511869\n",
      "1448    14.372060\n",
      "4180    17.579374\n",
      "2650    16.101116\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2519     True\n",
      "3499    False\n",
      "4777     True\n",
      "1410     True\n",
      "2189     True\n",
      "        ...  \n",
      "1727     True\n",
      "2694     True\n",
      "1448     True\n",
      "4180     True\n",
      "2650     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2105  1.037934 -0.444487  2.605172  0.605585  2.224235  1.780092  0.793663   \n",
      "3724  0.094998  0.204700  1.257565 -1.022199  0.447419  0.393806 -0.088065   \n",
      "1434  1.322805 -0.327898 -0.037469  0.499261  0.525222 -0.222300 -0.901828   \n",
      "2294  0.931179  1.019997 -0.250946  0.347002 -0.725906 -0.008075  1.576298   \n",
      "3466 -0.590796  1.468350  1.133413 -0.572889  1.324524 -0.479237 -0.495513   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1549 -0.919340  0.416342  1.268866 -0.747364  0.811089  4.000439  1.359512   \n",
      "409  -0.438994  1.676977  0.514618 -1.582441  0.056845  3.278239  2.291067   \n",
      "2784 -0.171133 -0.236814  0.529038  0.522026  1.441548 -0.596577  0.357065   \n",
      "1533  0.344498 -0.080308  0.733535  0.385803  0.736160  2.230809  1.080862   \n",
      "4232 -1.055590 -0.705640  0.999981 -1.232994  0.107217  0.232417 -0.299303   \n",
      "\n",
      "            X1        X0  \n",
      "2105  2.224235  0.793663  \n",
      "3724  0.447419 -0.088065  \n",
      "1434  0.525222 -0.901828  \n",
      "2294 -0.725906  1.576298  \n",
      "3466  1.324524 -0.495513  \n",
      "...        ...       ...  \n",
      "1549  0.811089  1.359512  \n",
      "409   0.056845  2.291067  \n",
      "2784  1.441548  0.357065  \n",
      "1533  0.736160  1.080862  \n",
      "4232  0.107217 -0.299303  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2105    26.070031\n",
      "3724     9.450268\n",
      "1434     9.725999\n",
      "2294    16.288430\n",
      "3466     9.459767\n",
      "          ...    \n",
      "1549    22.479470\n",
      "409     19.589426\n",
      "2784    14.113193\n",
      "1533    22.256538\n",
      "4232     3.788719\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2105    True\n",
      "3724    True\n",
      "1434    True\n",
      "2294    True\n",
      "3466    True\n",
      "        ... \n",
      "1549    True\n",
      "409     True\n",
      "2784    True\n",
      "1533    True\n",
      "4232    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2806 -1.597456 -1.168453 -0.140744 -0.899307  0.958786  0.008558 -1.178203   \n",
      "2020 -0.636465 -0.133470 -2.209824 -0.240214  1.984729  1.276289  0.351286   \n",
      "269  -0.212976  2.872153 -0.955274 -0.740166  1.703325 -0.188847 -1.988908   \n",
      "2667 -0.324418  2.259609  0.514222 -0.704514  0.292987 -0.803246  0.159925   \n",
      "4987 -1.027922  2.978469  0.416025 -0.806116  0.746537  0.133571 -0.410441   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3301 -2.231325  1.480392  0.176732  1.307348  0.284700 -1.221614 -0.414818   \n",
      "4722 -1.533062 -0.199300  1.188616 -1.529749  2.014802  0.437115 -2.659718   \n",
      "4783 -1.381849  0.900604  0.344546 -1.798545 -0.892043  1.133363  0.373534   \n",
      "4690 -1.889165  0.721195  1.095684 -1.333871  2.473735  0.885244  0.747356   \n",
      "1220 -1.662793 -0.113501  1.898120  0.093653  2.137600  1.134179  1.054603   \n",
      "\n",
      "            X1        X0  \n",
      "2806  0.958786 -1.178203  \n",
      "2020  1.984729  0.351286  \n",
      "269   1.703325 -1.988908  \n",
      "2667  0.292987  0.159925  \n",
      "4987  0.746537 -0.410441  \n",
      "...        ...       ...  \n",
      "3301  0.284700 -0.414818  \n",
      "4722  2.014802 -2.659718  \n",
      "4783 -0.892043  0.373534  \n",
      "4690  2.473735  0.747356  \n",
      "1220  2.137600  1.054603  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2806     1.597703\n",
      "2020    -0.600041\n",
      "269      0.012741\n",
      "2667    -1.346156\n",
      "4987    13.615836\n",
      "          ...    \n",
      "3301    12.961562\n",
      "4722    -2.320318\n",
      "4783     5.492033\n",
      "4690    16.166178\n",
      "1220    20.320993\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2806     True\n",
      "2020    False\n",
      "269     False\n",
      "2667    False\n",
      "4987     True\n",
      "        ...  \n",
      "3301     True\n",
      "4722     True\n",
      "4783     True\n",
      "4690     True\n",
      "1220     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4159 -0.016950 -0.508120  1.297272 -0.521324 -0.971018  0.687106  0.341530   \n",
      "2248  0.040746 -0.895738  1.339964  0.480098  0.188303  1.252225  1.126763   \n",
      "1931  0.307494 -0.146377  0.050252 -1.225748  1.401713  0.786567  0.264709   \n",
      "217  -1.755112 -0.950471  1.717678 -1.134161  0.685420  0.660946 -0.588784   \n",
      "2110 -1.146434 -2.175305  0.006637 -1.531977 -0.188095  1.601245 -0.568004   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2185  0.174889 -0.799527  1.077460 -1.412059  1.123974  0.826342 -1.142790   \n",
      "581  -1.547756  1.367905 -0.808242 -0.929243  0.026518  1.818671 -0.186868   \n",
      "2841  0.504821  0.721939 -0.295306  0.037115  1.189383  1.143751  0.079641   \n",
      "3625  0.163008 -1.837973 -1.960883 -1.496027 -1.014178  0.953218  1.401179   \n",
      "3710 -1.217784  0.638772  0.831046 -0.733434 -0.005510 -0.810782 -0.532530   \n",
      "\n",
      "            X1        X0  \n",
      "4159 -0.971018  0.341530  \n",
      "2248  0.188303  1.126763  \n",
      "1931  1.401713  0.264709  \n",
      "217   0.685420 -0.588784  \n",
      "2110 -0.188095 -0.568004  \n",
      "...        ...       ...  \n",
      "2185  1.123974 -1.142790  \n",
      "581   0.026518 -0.186868  \n",
      "2841  1.189383  0.079641  \n",
      "3625 -1.014178  1.401179  \n",
      "3710 -0.005510 -0.532530  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4159     8.541182\n",
      "2248    19.887496\n",
      "1931     9.966636\n",
      "217      6.658543\n",
      "2110     2.896465\n",
      "          ...    \n",
      "2185     4.717622\n",
      "581     10.721711\n",
      "2841    15.965185\n",
      "3625     3.541615\n",
      "3710     4.336902\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4159    True\n",
      "2248    True\n",
      "1931    True\n",
      "217     True\n",
      "2110    True\n",
      "        ... \n",
      "2185    True\n",
      "581     True\n",
      "2841    True\n",
      "3625    True\n",
      "3710    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2351 -0.915848  1.275381  0.071002 -1.814516  1.590224  0.494156 -0.348578   \n",
      "1826 -0.858904  0.987436 -0.796923 -1.270173  0.966731  0.650520  1.769913   \n",
      "1369 -1.504095 -0.291229 -0.389632  0.187391  0.122368  0.087962 -0.337139   \n",
      "3816 -1.966105  0.215056  2.052941  0.518297  0.428302  0.033565  0.633691   \n",
      "868  -0.256832  0.316100  1.137449 -1.208996 -0.430491  1.917009  0.589517   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "170  -1.783890  0.120615  1.474079 -2.103865  1.320329 -0.740160  1.404094   \n",
      "942   0.705753 -0.844789 -0.754490  0.939660 -1.076889 -1.064198 -2.256860   \n",
      "1328 -3.260480  1.207702  0.287879  1.794961  0.111955  2.630695  0.647217   \n",
      "3938 -1.948473  1.002737  0.399101 -0.171664  2.608669  1.521243  0.651384   \n",
      "2110 -1.148722 -2.144239  0.094376 -1.233325 -0.201901  1.752178 -0.546850   \n",
      "\n",
      "            X1        X0  \n",
      "2351  1.590224 -0.348578  \n",
      "1826  0.966731  1.769913  \n",
      "1369  0.122368 -0.337139  \n",
      "3816  0.428302  0.633691  \n",
      "868  -0.430491  0.589517  \n",
      "...        ...       ...  \n",
      "170   1.320329  1.404094  \n",
      "942  -1.076889 -2.256860  \n",
      "1328  0.111955  0.647217  \n",
      "3938  2.608669  0.651384  \n",
      "2110 -0.201901 -0.546850  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2351    -5.599212\n",
      "1826    -3.346281\n",
      "1369     9.021158\n",
      "3816    18.665214\n",
      "868     13.344572\n",
      "          ...    \n",
      "170      6.187643\n",
      "942      1.002139\n",
      "1328    29.298857\n",
      "3938    21.784107\n",
      "2110     2.896465\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2351    False\n",
      "1826    False\n",
      "1369     True\n",
      "3816     True\n",
      "868      True\n",
      "        ...  \n",
      "170      True\n",
      "942      True\n",
      "1328     True\n",
      "3938     True\n",
      "2110     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2066 -1.897842  1.729327  1.118483 -0.421407  1.525830  0.954863  0.620644   \n",
      "4326 -1.744413 -0.567427  2.220779 -0.900741 -0.046143  1.805504  0.246038   \n",
      "1972 -1.542241  1.012311 -0.070399 -0.955405  0.239327  0.575838  0.801863   \n",
      "1840  1.065025  0.517993  1.916696 -2.021558  1.323932  0.386418  0.699814   \n",
      "1903  0.377688  1.596942  1.900046 -0.820129  1.202418  1.729354 -0.936236   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1175 -0.018716  1.291443  0.776673 -2.963198  1.156697  2.185731  1.609869   \n",
      "2811 -1.095248 -0.749794  0.255293 -0.141630  1.628930  0.950423  0.941915   \n",
      "451  -0.491136  1.265262  0.705733 -0.770057  1.166710  2.179619 -0.363561   \n",
      "1238 -1.637001  0.649063 -0.430859 -1.068945  0.232498 -0.158058  1.338041   \n",
      "1845 -1.565586  1.354338  1.041466 -1.264471  0.818852  0.502705  1.672996   \n",
      "\n",
      "            X1        X0  \n",
      "2066  1.525830  0.620644  \n",
      "4326 -0.046143  0.246038  \n",
      "1972  0.239327  0.801863  \n",
      "1840  1.323932  0.699814  \n",
      "1903  1.202418 -0.936236  \n",
      "...        ...       ...  \n",
      "1175  1.156697  1.609869  \n",
      "2811  1.628930  0.941915  \n",
      "451   1.166710 -0.363561  \n",
      "1238  0.232498  1.338041  \n",
      "1845  0.818852  1.672996  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 2066    19.379517\n",
      "4326    12.992734\n",
      "1972    10.307680\n",
      "1840     9.757384\n",
      "1903    14.182613\n",
      "          ...    \n",
      "1175    -4.631488\n",
      "2811    17.321969\n",
      "451     15.848777\n",
      "1238     9.929403\n",
      "1845    15.703927\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 2066     True\n",
      "4326     True\n",
      "1972     True\n",
      "1840     True\n",
      "1903     True\n",
      "        ...  \n",
      "1175    False\n",
      "2811     True\n",
      "451      True\n",
      "1238     True\n",
      "1845     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4366 -1.481970  0.458406  0.518103  0.311548  2.062544  1.915897  0.361646   \n",
      "452  -1.055202 -0.129846 -0.794665 -1.661470  2.147118  0.681781  0.245849   \n",
      "647   0.498827  0.006765  1.015054  0.542948  1.549205 -0.111957  1.309589   \n",
      "4444 -0.610413 -1.486954 -0.264411  0.385656  1.323963  1.095569 -2.079852   \n",
      "3785 -1.807416 -0.079073 -0.585560  0.146778 -1.037286  2.691113  0.400309   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2092 -0.097642  1.560009  0.813373  0.227703  1.009166  1.288240  0.300824   \n",
      "514   0.603649 -0.144790 -0.750981 -0.008446 -0.777254  1.227056  0.119538   \n",
      "166  -0.803286  0.155579 -1.288974 -1.970888  0.127598  1.262848  0.335297   \n",
      "2451 -1.031171  0.563160  1.593737  0.865392  0.977491  2.410077  1.756446   \n",
      "1400 -0.723730 -0.679597 -0.093425  0.677591  0.627985  2.000865  0.900246   \n",
      "\n",
      "            X1        X0  \n",
      "4366  2.062544  0.361646  \n",
      "452   2.147118  0.245849  \n",
      "647   1.549205  1.309589  \n",
      "4444  1.323963 -2.079852  \n",
      "3785 -1.037286  0.400309  \n",
      "...        ...       ...  \n",
      "2092  1.009166  0.300824  \n",
      "514  -0.777254  0.119538  \n",
      "166   0.127598  0.335297  \n",
      "2451  0.977491  1.756446  \n",
      "1400  0.627985  0.900246  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4366    21.815106\n",
      "452      6.141960\n",
      "647     20.744416\n",
      "4444     6.745397\n",
      "3785    15.365735\n",
      "          ...    \n",
      "2092    20.173556\n",
      "514     11.387352\n",
      "166     -7.616022\n",
      "2451    29.811655\n",
      "1400    20.609741\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4366     True\n",
      "452      True\n",
      "647      True\n",
      "4444     True\n",
      "3785     True\n",
      "        ...  \n",
      "2092     True\n",
      "514      True\n",
      "166     False\n",
      "2451     True\n",
      "1400     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4394 -0.689136  0.821596  0.895459  0.839400  0.451417  0.351200  1.400673   \n",
      "2241  0.514568 -1.217744  1.069854  0.419648  2.143873  1.719814  1.083436   \n",
      "4810 -2.152376  0.632596  0.686093 -1.997015  0.821915  2.735170 -0.169339   \n",
      "1006 -0.263714  0.914550  0.409887 -0.417295 -0.173594  2.369455  0.391553   \n",
      "1899  0.331920 -1.835930 -0.252965 -0.646980  1.805150  1.468855  0.794590   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "404  -1.649732  0.598703  1.170742 -0.462726 -0.186981  1.342809  0.569266   \n",
      "506  -0.332293  0.295320  2.291295 -0.037859  0.520992  1.225469  0.984292   \n",
      "1531 -1.339235  0.110230  0.461167 -0.351743  1.068494  1.349782  3.028603   \n",
      "4812  0.890773  1.454679 -1.653554 -0.902537  0.139210  0.869524  0.223020   \n",
      "1699  0.182422  1.682413 -0.199652  0.646485  0.111384 -0.202339  0.057549   \n",
      "\n",
      "            X1        X0  \n",
      "4394  0.451417  1.400673  \n",
      "2241  2.143873  1.083436  \n",
      "4810  0.821915 -0.169339  \n",
      "1006 -0.173594  0.391553  \n",
      "1899  1.805150  0.794590  \n",
      "...        ...       ...  \n",
      "404  -0.186981  0.569266  \n",
      "506   0.520992  0.984292  \n",
      "1531  1.068494  3.028603  \n",
      "4812  0.139210  0.223020  \n",
      "1699  0.111384  0.057549  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4394    22.672442\n",
      "2241    22.978400\n",
      "4810     9.865286\n",
      "1006    16.976687\n",
      "1899    13.536276\n",
      "          ...    \n",
      "404     14.736129\n",
      "506     19.081000\n",
      "1531    23.695901\n",
      "4812    -2.947507\n",
      "1699    15.187123\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4394     True\n",
      "2241     True\n",
      "4810     True\n",
      "1006     True\n",
      "1899     True\n",
      "        ...  \n",
      "404      True\n",
      "506      True\n",
      "1531     True\n",
      "4812    False\n",
      "1699     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3134  0.177546  0.107790  0.092828 -0.860940 -0.358117  1.000837 -0.387342   \n",
      "1301 -1.864411 -0.644662 -1.002709 -1.501115 -0.682152  0.485701 -0.930144   \n",
      "1836 -0.234147  1.016689 -0.346144 -2.382257  1.676957 -0.368484  0.258901   \n",
      "3242  0.437609 -0.025823 -0.152488 -3.339859  0.235377  0.515018  0.497121   \n",
      "3776  1.210924 -0.989159  0.911319 -0.649727  0.506870 -0.803911  2.082732   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4776  0.452264  0.300776  1.031296 -0.483133  2.207424  2.492345 -0.626120   \n",
      "4944 -0.382959  1.115688  0.754779 -0.453396 -0.107165  1.964350  0.275212   \n",
      "1028 -1.146509  0.463505 -0.429188 -1.235396  0.882054  1.011879  2.299328   \n",
      "4943 -1.421481 -0.044737  0.141079  0.297025  0.259737  1.841863  0.499519   \n",
      "1767  0.587079 -0.036755  1.138636 -0.677660  1.236652  1.823532 -0.191506   \n",
      "\n",
      "            X1        X0  \n",
      "3134 -0.358117 -0.387342  \n",
      "1301 -0.682152 -0.930144  \n",
      "1836  1.676957  0.258901  \n",
      "3242  0.235377  0.497121  \n",
      "3776  0.506870  2.082732  \n",
      "...        ...       ...  \n",
      "4776  2.207424 -0.626120  \n",
      "4944 -0.107165  0.275212  \n",
      "1028  0.882054  2.299328  \n",
      "4943  0.259737  0.499519  \n",
      "1767  1.236652 -0.191506  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3134     6.667288\n",
      "1301    -1.040757\n",
      "1836    -9.515619\n",
      "3242    -1.432265\n",
      "3776    14.477231\n",
      "          ...    \n",
      "4776    16.371462\n",
      "4944    16.079725\n",
      "1028    -3.208244\n",
      "4943    19.234713\n",
      "1767    13.873969\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3134     True\n",
      "1301     True\n",
      "1836    False\n",
      "3242     True\n",
      "3776     True\n",
      "        ...  \n",
      "4776     True\n",
      "4944     True\n",
      "1028    False\n",
      "4943     True\n",
      "1767     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1364 -1.881096  0.402820  0.587813  1.282397  1.403969  0.921642  0.669488   \n",
      "2781 -2.035399 -0.398348 -0.812454 -0.405223 -0.380886  0.280702  1.776223   \n",
      "45   -1.011246 -0.449202 -0.862373  0.212937  1.262786 -0.079918  1.185694   \n",
      "284  -0.621049  0.954985  0.752080 -1.725309  1.852363  2.437404  0.153029   \n",
      "3847 -0.285674 -0.405391  0.339153 -1.709849  2.632341  1.157361  0.173204   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2414 -2.141732 -0.750058 -1.239329  0.640662  0.010345  1.541298  1.730914   \n",
      "4011 -0.887041  0.148910  0.830991  0.005757 -0.873719  1.149356  0.187241   \n",
      "4772 -2.349083  0.844877 -1.016436 -1.797950  1.124882  2.088981 -1.104514   \n",
      "1759  0.087637 -0.042509 -0.184339 -0.152863  3.051740  1.094924  1.384693   \n",
      "92   -1.972506  1.163729  1.118763 -1.884808 -0.936293  1.166614  0.811812   \n",
      "\n",
      "            X1        X0  \n",
      "1364  1.403969  0.669488  \n",
      "2781 -0.380886  1.776223  \n",
      "45    1.262786  1.185694  \n",
      "284   1.852363  0.153029  \n",
      "3847  2.632341  0.173204  \n",
      "...        ...       ...  \n",
      "2414  0.010345  1.730914  \n",
      "4011 -0.873719  0.187241  \n",
      "4772  1.124882 -1.104514  \n",
      "1759  3.051740  1.384693  \n",
      "92   -0.936293  0.811812  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1364    24.405860\n",
      "2781    12.621227\n",
      "45      14.791325\n",
      "284     -0.024069\n",
      "3847     9.762767\n",
      "          ...    \n",
      "2414    18.666821\n",
      "4011    13.372287\n",
      "4772     4.051843\n",
      "1759    22.001155\n",
      "92       6.543226\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1364     True\n",
      "2781     True\n",
      "45       True\n",
      "284     False\n",
      "3847     True\n",
      "        ...  \n",
      "2414     True\n",
      "4011     True\n",
      "4772     True\n",
      "1759     True\n",
      "92       True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3805 -1.700325 -1.031010  0.628705  0.243924  0.354558  0.143184  0.638842   \n",
      "1276 -1.010112 -0.025016  1.715443 -1.684931  0.551373  0.109966  0.901981   \n",
      "4603 -0.658190  0.164559  1.099774 -0.041520  1.371603  0.933098  1.637471   \n",
      "3936 -1.912135 -1.163681  0.422278 -4.400713  3.141179  1.214083  0.870137   \n",
      "1562  1.633879  0.827702 -0.415673 -0.626772  2.115817  0.733499  0.640732   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3413 -2.112400 -0.057543  0.450554  0.208169  1.045937  1.456968 -0.388609   \n",
      "4671 -0.476003 -0.507360  0.351609  0.631558  0.344508  0.567630  0.517629   \n",
      "3617 -1.078653  1.333512 -1.879310 -0.732349 -0.653318  2.651652  1.801052   \n",
      "1816 -0.872139 -0.890496 -0.060459 -1.676963  0.736630  2.269080 -0.800065   \n",
      "3150  0.962264  1.581540 -1.425848 -0.157072  1.857336 -1.188438  0.492065   \n",
      "\n",
      "            X1        X0  \n",
      "3805  0.354558  0.638842  \n",
      "1276  0.551373  0.901981  \n",
      "4603  1.371603  1.637471  \n",
      "3936  3.141179  0.870137  \n",
      "1562  2.115817  0.640732  \n",
      "...        ...       ...  \n",
      "3413  1.045937 -0.388609  \n",
      "4671  0.344508  0.517629  \n",
      "3617 -0.653318  1.801052  \n",
      "1816  0.736630 -0.800065  \n",
      "3150  1.857336  0.492065  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3805    13.285873\n",
      "1276     8.544116\n",
      "4603    20.306495\n",
      "3936    -0.730225\n",
      "1562    15.664150\n",
      "          ...    \n",
      "3413    15.667570\n",
      "4671    14.672670\n",
      "3617    18.385247\n",
      "1816     4.487117\n",
      "3150    -2.347387\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3805     True\n",
      "1276     True\n",
      "4603     True\n",
      "3936     True\n",
      "1562     True\n",
      "        ...  \n",
      "3413     True\n",
      "4671     True\n",
      "3617     True\n",
      "1816     True\n",
      "3150    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1272  0.635142 -0.686744 -1.008583 -2.584477  0.390102  1.514994  0.729080   \n",
      "2005 -1.758450 -0.102200  1.163094 -0.036696  1.421865  0.046442 -1.644709   \n",
      "2222  0.991129  1.353962  1.660090 -1.315176  0.830557 -0.851151  2.575645   \n",
      "2894 -2.245526  2.002742 -0.212135 -2.079544  1.701183  1.476706  1.268560   \n",
      "4526 -1.328454  2.003265 -1.640772 -0.709291  1.040718 -0.109002  0.254314   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1008 -1.177800 -0.356429  0.993620 -1.107761  0.305045  2.582259  0.613462   \n",
      "3344 -2.318201  1.529090  2.306146 -0.207033  1.199074  0.829369  0.343661   \n",
      "4652 -2.694099  0.217027 -1.190683  0.308313  1.309243  0.448511  1.370682   \n",
      "394  -0.749753  0.755264  0.236193 -1.052924  1.047079  0.613141  0.244479   \n",
      "3749  0.152748  0.703495  1.485710  0.073615 -0.388136  1.325053 -0.096515   \n",
      "\n",
      "            X1        X0  \n",
      "1272  0.390102  0.729080  \n",
      "2005  1.421865 -1.644709  \n",
      "2222  0.830557  2.575645  \n",
      "2894  1.701183  1.268560  \n",
      "4526  1.040718  0.254314  \n",
      "...        ...       ...  \n",
      "1008  0.305045  0.613462  \n",
      "3344  1.199074  0.343661  \n",
      "4652  1.309243  1.370682  \n",
      "394   1.047079  0.244479  \n",
      "3749 -0.388136 -0.096515  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 1272   -10.153172\n",
      "2005     7.465953\n",
      "2222    15.587107\n",
      "2894    -2.662397\n",
      "4526    -2.790790\n",
      "          ...    \n",
      "1008    13.845906\n",
      "3344    19.753923\n",
      "4652    17.858910\n",
      "394      9.909010\n",
      "3749    16.582811\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 1272    False\n",
      "2005     True\n",
      "2222     True\n",
      "2894    False\n",
      "4526    False\n",
      "        ...  \n",
      "1008     True\n",
      "3344     True\n",
      "4652     True\n",
      "394      True\n",
      "3749     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3983 -1.566480 -0.057461  0.152112 -0.439710 -0.219754  2.951580  0.338657   \n",
      "671   0.672472  1.155944  0.818175 -2.376385  0.797361  2.313588 -0.672990   \n",
      "2956 -1.113580  1.385131 -0.189311  0.181108  3.631005  2.116096  0.472699   \n",
      "3826 -1.331253  0.182264  0.849811 -0.037807 -0.470542  0.108624  1.543641   \n",
      "1452 -1.755113  0.442246  0.192961 -0.362424  1.741211  0.922613 -0.474054   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "294  -0.542222 -2.219753  0.596725 -1.361110  0.176415  0.252499  1.474014   \n",
      "1332  0.106463  1.269578  1.950752  1.496362  1.289995  1.016258 -1.037718   \n",
      "2726 -0.406016  0.261472 -1.535211  0.123938  3.879560  2.079075  0.583771   \n",
      "1534 -0.233221 -0.163451  1.583372  0.162443  0.306844  0.212705 -1.588671   \n",
      "1580 -0.763807 -1.094206  0.984920 -0.752372  1.434708  0.492166  0.941306   \n",
      "\n",
      "            X1        X0  \n",
      "3983 -0.219754  0.338657  \n",
      "671   0.797361 -0.672990  \n",
      "2956  3.631005  0.472699  \n",
      "3826 -0.470542  1.543641  \n",
      "1452  1.741211 -0.474054  \n",
      "...        ...       ...  \n",
      "294   0.176415  1.474014  \n",
      "1332  1.289995 -1.037718  \n",
      "2726  3.879560  0.583771  \n",
      "1534  0.306844 -1.588671  \n",
      "1580  1.434708  0.941306  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 3983    15.718831\n",
      "671      6.330326\n",
      "2956    25.814276\n",
      "3826    14.370161\n",
      "1452    12.329691\n",
      "          ...    \n",
      "294      6.031284\n",
      "1332    22.858552\n",
      "2726    22.112912\n",
      "1534     7.003370\n",
      "1580    13.335511\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 3983    True\n",
      "671     True\n",
      "2956    True\n",
      "3826    True\n",
      "1452    True\n",
      "        ... \n",
      "294     True\n",
      "1332    True\n",
      "2726    True\n",
      "1534    True\n",
      "1580    True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4927 -0.021749  1.395359 -0.221613  0.932919 -0.866043  1.200448 -0.353298   \n",
      "3381 -1.990226 -0.568216  0.686741 -2.165821  1.372091  1.067898  0.945743   \n",
      "1274 -0.106819  0.948139 -1.034371  1.138032  1.039873  1.352740 -0.259984   \n",
      "1136 -1.635639  0.456771 -0.847701 -0.349828 -0.849189 -0.029412 -0.262272   \n",
      "2012 -1.095832  1.063428 -1.904166 -0.783196  0.278678 -0.729930 -1.080409   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "30   -0.763487  0.745849  0.425339  0.988205  0.644243  0.657189  2.474530   \n",
      "3079 -0.643087 -0.683204  1.516690  0.387043 -0.193337 -0.725114  1.277240   \n",
      "2246 -0.797357 -1.459656  1.481464 -0.586892  0.826851 -0.865132 -0.463354   \n",
      "2502 -1.382660 -0.072958 -0.832815 -1.035271  0.831492  2.257791  0.594107   \n",
      "3318 -0.762611  1.486461  0.180942 -1.692948  0.809542  0.839884  0.659033   \n",
      "\n",
      "            X1        X0  \n",
      "4927 -0.866043 -0.353298  \n",
      "3381  1.372091  0.945743  \n",
      "1274  1.039873 -0.259984  \n",
      "1136 -0.849189 -0.262272  \n",
      "2012  0.278678 -1.080409  \n",
      "...        ...       ...  \n",
      "30    0.644243  2.474530  \n",
      "3079 -0.193337  1.277240  \n",
      "2246  0.826851 -0.463354  \n",
      "2502  0.831492  0.594107  \n",
      "3318  0.809542  0.659033  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4927    17.283274\n",
      "3381     7.806634\n",
      "1274     8.772153\n",
      "1136    -1.840778\n",
      "2012    -4.996000\n",
      "          ...    \n",
      "30      27.161067\n",
      "3079    14.848110\n",
      "2246     5.153294\n",
      "2502    13.868985\n",
      "3318    -3.918736\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4927     True\n",
      "3381     True\n",
      "1274    False\n",
      "1136    False\n",
      "2012    False\n",
      "        ...  \n",
      "30       True\n",
      "3079     True\n",
      "2246     True\n",
      "2502     True\n",
      "3318    False\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4974  0.531546 -0.265440  0.825130  0.717899 -0.086777  0.073338  1.238817   \n",
      "2240 -0.298829  2.036937  2.210459 -0.126535  0.225178  0.772477  0.634036   \n",
      "4406 -2.275451  1.583104  2.804181 -1.131429  1.962557  0.613397  1.752816   \n",
      "4961 -0.995047  1.468494 -0.014047  0.417540  0.800507  1.499496  0.168985   \n",
      "3762 -0.567349  1.458496  0.811953 -0.894517  0.166028  0.732211 -0.054031   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4597  1.451391  2.018362 -1.399529 -2.197808  1.140359  2.129261  1.196946   \n",
      "1952 -0.866694 -0.178704  0.096033 -0.945390  1.841780  0.166513  0.142198   \n",
      "3571 -1.327560 -1.192531  1.015676  0.404649  0.383759 -0.639395  0.973072   \n",
      "1159 -1.409581  1.787598 -0.271894 -2.015780  0.701022  0.917394  0.538420   \n",
      "511   0.055258  2.210636 -0.362637 -1.184246  1.270160  1.973299  0.873593   \n",
      "\n",
      "            X1        X0  \n",
      "4974 -0.086777  1.238817  \n",
      "2240  0.225178  0.634036  \n",
      "4406  1.962557  1.752816  \n",
      "4961  0.800507  0.168985  \n",
      "3762  0.166028 -0.054031  \n",
      "...        ...       ...  \n",
      "4597  1.140359  1.196946  \n",
      "1952  1.841780  0.142198  \n",
      "3571  0.383759  0.973072  \n",
      "1159  0.701022  0.538420  \n",
      "511   1.270160  0.873593  \n",
      "\n",
      "[5000 rows x 9 columns], 'y': 4974    18.579814\n",
      "2240    18.465755\n",
      "4406    22.574140\n",
      "4961    19.999935\n",
      "3762    10.468636\n",
      "          ...    \n",
      "4597    11.941262\n",
      "1952     8.878695\n",
      "3571    12.522827\n",
      "1159     8.499263\n",
      "511     18.141772\n",
      "Name: y, Length: 5000, dtype: float64, 'treatment': 4974    True\n",
      "2240    True\n",
      "4406    True\n",
      "4961    True\n",
      "3762    True\n",
      "        ... \n",
      "4597    True\n",
      "1952    True\n",
      "3571    True\n",
      "1159    True\n",
      "511     True\n",
      "Name: v0, Length: 5000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1294 -2.172964 -1.283633  2.042825 -0.071766  0.086722  2.087957  0.381546   \n",
      "349  -0.298652 -1.512238  1.641525  0.224222  0.610322  0.465795  1.231033   \n",
      "2221 -1.351972  0.645274  0.408595 -3.153437  1.914848  0.492589  0.714802   \n",
      "2241  0.461757 -1.023190  0.888742  0.571228  2.087872  1.850490  0.998692   \n",
      "2947 -2.237457 -0.078670  0.125274 -1.817339  1.031613  1.247412  0.773280   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "801  -1.668584 -0.058064 -1.586243 -0.464018  1.055809  0.156238  1.149500   \n",
      "688  -1.188465  1.200399  1.005114  0.598027  1.286647  1.534749  0.852001   \n",
      "127  -2.038835  0.901499  2.312054 -0.385076  0.658126  1.853088  1.760861   \n",
      "4622 -0.734297 -0.199371  0.005457 -0.008298  0.522492  1.423391 -0.071293   \n",
      "2523 -0.597473  1.655172  0.786640 -2.620673  1.271754  0.081489 -1.421249   \n",
      "\n",
      "            X1        X0  \n",
      "1294  0.086722  0.381546  \n",
      "349   0.610322  1.231033  \n",
      "2221  1.914848  0.714802  \n",
      "2241  2.087872  0.998692  \n",
      "2947  1.031613  0.773280  \n",
      "...        ...       ...  \n",
      "801   1.055809  1.149500  \n",
      "688   1.286647  0.852001  \n",
      "127   0.658126  1.760861  \n",
      "4622  0.522492 -0.071293  \n",
      "2523  1.271754 -1.421249  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1294    16.080601\n",
      "349     16.545306\n",
      "2221     3.780934\n",
      "2241    22.978400\n",
      "2947     8.938856\n",
      "          ...    \n",
      "801     12.049279\n",
      "688     24.148170\n",
      "127     23.406335\n",
      "4622    13.590820\n",
      "2523    -0.988518\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1294    True\n",
      "349     True\n",
      "2221    True\n",
      "2241    True\n",
      "2947    True\n",
      "        ... \n",
      "801     True\n",
      "688     True\n",
      "127     True\n",
      "4622    True\n",
      "2523    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "908  -0.486422  0.561884 -0.023444 -1.922706 -0.138090  0.618662 -0.666299   \n",
      "184   0.727335 -0.506835  0.815112 -0.561291 -0.001350  0.728550  1.778958   \n",
      "4658 -0.787493  1.564940 -0.556761 -0.958213  0.323966  1.255768  0.455059   \n",
      "2023  0.537229  1.008486 -1.235566  0.785427  2.386147 -0.177693  0.529186   \n",
      "4376 -1.889956  1.336812  0.424760  0.295931 -0.031670  0.483123  0.837670   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1445  0.155115  0.888309  0.929863 -1.421667  0.979236  1.176662  0.740997   \n",
      "4257  0.556215  0.844538 -0.981579 -1.427401  1.122862 -0.670536 -0.037237   \n",
      "4289  0.725806  0.825095  0.700646 -0.073794  0.550954  2.186223  1.279315   \n",
      "3381 -1.985392 -0.429306  0.689922 -2.079743  1.254899  0.900290  0.912778   \n",
      "1417  0.333256  0.523148  2.452470  1.120679  0.098579  0.625491  1.748188   \n",
      "\n",
      "            X1        X0  \n",
      "908  -0.138090 -0.666299  \n",
      "184  -0.001350  1.778958  \n",
      "4658  0.323966  0.455059  \n",
      "2023  2.386147  0.529186  \n",
      "4376 -0.031670  0.837670  \n",
      "...        ...       ...  \n",
      "1445  0.979236  0.740997  \n",
      "4257  1.122862 -0.037237  \n",
      "4289  0.550954  1.279315  \n",
      "3381  1.254899  0.912778  \n",
      "1417  0.098579  1.748188  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 908      1.153141\n",
      "184     15.241301\n",
      "4658    12.556036\n",
      "2023    19.029829\n",
      "4376    17.748111\n",
      "          ...    \n",
      "1445    12.792580\n",
      "4257    -7.711649\n",
      "4289    22.084167\n",
      "3381     7.806634\n",
      "1417    25.980673\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 908      True\n",
      "184      True\n",
      "4658     True\n",
      "2023     True\n",
      "4376     True\n",
      "        ...  \n",
      "1445     True\n",
      "4257    False\n",
      "4289     True\n",
      "3381     True\n",
      "1417     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2580  0.774744  0.717674  0.615926 -1.519893  0.533779  1.635769  0.591100   \n",
      "2251 -1.635116  0.000298  1.088458 -0.748147 -1.154506  0.432972 -1.291608   \n",
      "641  -0.754486  1.863230  0.602270 -0.827393  0.545121  2.551197  0.716097   \n",
      "3395 -0.888223  0.705285  0.178004  1.844219 -0.829479  1.917474 -0.709301   \n",
      "926  -1.788525  0.963381  1.886457 -1.298165  0.994062 -0.530803 -1.124962   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "940   0.618678  0.544005 -0.426413 -1.628564 -0.120358  0.140396  0.502067   \n",
      "4466 -1.075081  0.359021  1.010581  0.269260  1.499953 -0.702045  0.805094   \n",
      "2675 -0.552391 -1.599543 -0.100868  1.030581 -0.638855 -0.691604 -0.237768   \n",
      "94    0.956712 -0.742455 -0.653535  1.757696  0.471757  0.521914  0.879583   \n",
      "4005 -0.335334  0.734263 -0.391239 -1.072783  0.272688  0.970947  0.271611   \n",
      "\n",
      "            X1        X0  \n",
      "2580  0.533779  0.591100  \n",
      "2251 -1.154506 -1.291608  \n",
      "641   0.545121  0.716097  \n",
      "3395 -0.829479 -0.709301  \n",
      "926   0.994062 -1.124962  \n",
      "...        ...       ...  \n",
      "940  -0.120358  0.502067  \n",
      "4466  1.499953  0.805094  \n",
      "2675 -0.638855 -0.237768  \n",
      "94    0.471757  0.879583  \n",
      "4005  0.272688  0.271611  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2580    11.632592\n",
      "2251     2.530183\n",
      "641     19.128101\n",
      "3395    20.435300\n",
      "926      4.083366\n",
      "          ...    \n",
      "940     -6.586930\n",
      "4466    16.254607\n",
      "2675     8.558454\n",
      "94      21.064612\n",
      "4005     9.543784\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2580     True\n",
      "2251     True\n",
      "641      True\n",
      "3395     True\n",
      "926      True\n",
      "        ...  \n",
      "940     False\n",
      "4466     True\n",
      "2675     True\n",
      "94       True\n",
      "4005     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2626 -1.116280 -0.474308  0.335530 -0.041658  2.195659 -0.080292  1.154172   \n",
      "2942 -2.277502  0.710013  2.797648 -0.188575 -1.346485  1.568162 -0.308893   \n",
      "1985 -2.028544  0.004988  0.140494 -0.647391  1.010354  1.656919  0.712307   \n",
      "4916 -1.132740  2.923706  0.285957  0.005038  1.385076  1.539725 -0.383130   \n",
      "2523 -0.597473  1.655172  0.786640 -2.620673  1.271754  0.081489 -1.421249   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2865 -1.593594 -1.569716 -0.883350 -0.683059 -0.304527  0.390276 -1.406373   \n",
      "3161 -2.546715  0.448042  1.279101 -0.063299 -0.009712  1.836064  0.705815   \n",
      "1226 -0.041265  1.025358  2.276570 -0.282457  1.367297  0.504274 -0.714502   \n",
      "1573 -0.398642 -0.502535 -0.150349 -0.765236  1.768409  0.771410  0.189607   \n",
      "2369 -0.356332  1.147277  0.254650 -1.125929  0.878452 -0.090283  1.135058   \n",
      "\n",
      "            X1        X0  \n",
      "2626  2.195659  1.154172  \n",
      "2942 -1.346485 -0.308893  \n",
      "1985  1.010354  0.712307  \n",
      "4916  1.385076 -0.383130  \n",
      "2523  1.271754 -1.421249  \n",
      "...        ...       ...  \n",
      "2865 -0.304527 -1.406373  \n",
      "3161 -0.009712  0.705815  \n",
      "1226  1.367297 -0.714502  \n",
      "1573  1.768409  0.189607  \n",
      "2369  0.878452  1.135058  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2626    16.592581\n",
      "2942    13.628836\n",
      "1985    15.102062\n",
      "4916    19.458158\n",
      "2523    -0.988518\n",
      "          ...    \n",
      "2865    -0.818825\n",
      "3161    18.386731\n",
      "1226    13.664913\n",
      "1573    10.878464\n",
      "2369    11.989450\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2626    True\n",
      "2942    True\n",
      "1985    True\n",
      "4916    True\n",
      "2523    True\n",
      "        ... \n",
      "2865    True\n",
      "3161    True\n",
      "1226    True\n",
      "1573    True\n",
      "2369    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3736 -0.305324 -1.279108 -0.617852 -1.697500  1.357776  0.521581  2.073134   \n",
      "4727 -1.499086  2.237884  1.026906  0.676544  0.217615  0.489543  0.784650   \n",
      "4757 -1.386737 -0.736158  2.122950  1.343318 -0.115162  0.997885 -1.383968   \n",
      "4686 -1.326030  0.209581 -0.033195 -1.540177  3.591802  1.263347  0.343061   \n",
      "3332 -1.001344 -0.006733 -1.160448  1.074643  1.575890  0.582893  1.312970   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4859 -0.058332 -0.121529 -0.466189 -1.471113  0.728243 -0.221931  0.186602   \n",
      "1513 -0.535591  0.406246  0.153904  1.079844  0.022018  2.371489  0.056173   \n",
      "1167  0.492227  0.234700 -0.811974 -1.455445  1.236923 -0.007434  0.694119   \n",
      "3198 -2.419248 -0.113322 -0.443598 -1.993497 -0.226658  0.376276  1.351757   \n",
      "2149 -0.410695  0.685968 -0.510068 -0.252051  0.986398  1.231795 -0.933925   \n",
      "\n",
      "            X1        X0  \n",
      "3736  1.357776  2.073134  \n",
      "4727  0.217615  0.784650  \n",
      "4757 -0.115162 -1.383968  \n",
      "4686  3.591802  0.343061  \n",
      "3332  1.575890  1.312970  \n",
      "...        ...       ...  \n",
      "4859  0.728243  0.186602  \n",
      "1513  0.022018  0.056173  \n",
      "1167  1.236923  0.694119  \n",
      "3198 -0.226658  1.351757  \n",
      "2149  0.986398 -0.933925  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3736    10.053479\n",
      "4727    21.751561\n",
      "4757    14.584553\n",
      "4686    13.202618\n",
      "3332    21.946078\n",
      "          ...    \n",
      "4859     3.950180\n",
      "1513    21.515945\n",
      "1167     7.248045\n",
      "3198     5.362769\n",
      "2149    10.736262\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3736    True\n",
      "4727    True\n",
      "4757    True\n",
      "4686    True\n",
      "3332    True\n",
      "        ... \n",
      "4859    True\n",
      "1513    True\n",
      "1167    True\n",
      "3198    True\n",
      "2149    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "514   0.430222 -0.047340 -0.642047  0.019574 -0.777935  1.076094  0.213693   \n",
      "470  -0.771744  0.911420  1.379365 -0.121646  1.277182 -0.362667  0.606712   \n",
      "4211  0.187247  0.756915 -0.439742  0.235387 -0.233672  1.094394  0.705369   \n",
      "1680 -1.176616  0.895272  1.733926 -1.081509  1.483694  1.234485  1.717260   \n",
      "3140 -0.937931  1.571248  2.708406  1.273532  0.416338  2.097029  0.849932   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2865 -1.593594 -1.569716 -0.883350 -0.683059 -0.304527  0.390276 -1.406373   \n",
      "4908 -1.324275  0.417792  0.555037 -1.415899  0.635377  0.494417  1.321659   \n",
      "3060  1.004412  2.669636  0.561163 -1.118266 -0.049990  0.358583  0.724680   \n",
      "4267 -1.605726  1.855280 -0.332823 -0.831887  1.344183  0.578511  1.071348   \n",
      "4377 -1.989878 -0.279396  0.277115 -1.575956  0.721387  1.436035  0.475024   \n",
      "\n",
      "            X1        X0  \n",
      "514  -0.777935  0.213693  \n",
      "470   1.277182  0.606712  \n",
      "4211 -0.233672  0.705369  \n",
      "1680  1.483694  1.717260  \n",
      "3140  0.416338  0.849932  \n",
      "...        ...       ...  \n",
      "2865 -0.304527 -1.406373  \n",
      "4908  0.635377  1.321659  \n",
      "3060 -0.049990  0.724680  \n",
      "4267  1.344183  1.071348  \n",
      "4377  0.721387  0.475024  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 514     11.387352\n",
      "470     15.527490\n",
      "4211    16.406275\n",
      "1680    19.370475\n",
      "3140    29.498798\n",
      "          ...    \n",
      "2865    -0.818825\n",
      "4908    11.448000\n",
      "3060    12.956638\n",
      "4267    15.897009\n",
      "4377     8.831630\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 514     True\n",
      "470     True\n",
      "4211    True\n",
      "1680    True\n",
      "3140    True\n",
      "        ... \n",
      "2865    True\n",
      "4908    True\n",
      "3060    True\n",
      "4267    True\n",
      "4377    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4557  0.265673 -0.489865  0.278614 -0.834408  1.943002  0.747144  0.333122   \n",
      "4636 -0.141434  0.973181  0.852880 -0.924481  0.365357  0.301111  0.228975   \n",
      "1679 -1.495309  0.790594 -0.472069 -1.193484 -0.171559  1.754074  0.153293   \n",
      "4154 -0.275115  0.049075 -0.165644 -1.515971  0.650833  2.104607  0.837190   \n",
      "1031 -0.593039  1.371936  2.069826 -1.162660  0.820933  0.414713  0.284131   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "252   0.859574  1.564587  0.814931 -1.251608 -1.010030  1.098182  0.696438   \n",
      "2204 -0.366599 -1.572642 -0.152275  0.426845 -1.409617  0.477012  0.872061   \n",
      "2806 -1.566642 -1.082137 -0.178965 -0.752728  0.871918 -0.015202 -1.316866   \n",
      "3006  0.024152  0.501087  0.112738  0.725587  1.638353  1.472413 -0.287523   \n",
      "2209 -1.215034  1.401999  0.783450 -0.549290  0.618328  2.022889 -0.181228   \n",
      "\n",
      "            X1        X0  \n",
      "4557  1.943002  0.333122  \n",
      "4636  0.365357  0.228975  \n",
      "1679 -0.171559  0.153293  \n",
      "4154  0.650833  0.837190  \n",
      "1031  0.820933  0.284131  \n",
      "...        ...       ...  \n",
      "252  -1.010030  0.696438  \n",
      "2204 -1.409617  0.872061  \n",
      "2806  0.871918 -1.316866  \n",
      "3006  1.638353 -0.287523  \n",
      "2209  0.618328 -0.181228  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4557    -2.468111\n",
      "4636    10.315316\n",
      "1679    -0.525356\n",
      "4154    11.886983\n",
      "1031    12.290562\n",
      "          ...    \n",
      "252     11.018144\n",
      "2204    11.101096\n",
      "2806     1.597703\n",
      "3006    19.317125\n",
      "2209    15.667701\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4557    False\n",
      "4636     True\n",
      "1679    False\n",
      "4154     True\n",
      "1031     True\n",
      "        ...  \n",
      "252      True\n",
      "2204     True\n",
      "2806     True\n",
      "3006     True\n",
      "2209     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4903 -1.470361  0.927818  0.673407 -1.947984  2.234930 -1.237438  1.152309   \n",
      "1464  0.690879  0.208471 -2.105317 -0.273448 -1.750789  0.654906  1.136893   \n",
      "3561 -1.159560  0.916352 -1.939416  1.363030 -0.275246  1.343361  1.604885   \n",
      "2558 -0.472087  0.868484  0.638578  1.007007 -1.158234 -0.384369  0.821430   \n",
      "758  -1.575385  0.580553 -0.094971  0.123373 -1.624591  2.146190  0.270172   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3043 -0.092780  1.072846  2.131959  1.290556  0.290905  0.424976  0.856341   \n",
      "2237  0.585197  0.394492  1.654625 -0.592056  2.995607  0.801001 -0.613668   \n",
      "449   0.231712 -0.639071  1.783180 -1.247231  2.064404  1.304334 -0.457311   \n",
      "1661 -0.807465 -0.075251  0.003934 -0.606929 -0.564204  0.611361 -0.035843   \n",
      "2631 -1.141166  0.749360  0.065483  0.931038  2.114948  0.213419  0.265422   \n",
      "\n",
      "            X1        X0  \n",
      "4903  2.234930  1.152309  \n",
      "1464 -1.750789  1.136893  \n",
      "3561 -0.275246  1.604885  \n",
      "2558 -1.158234  0.821430  \n",
      "758  -1.624591  0.270172  \n",
      "...        ...       ...  \n",
      "3043  0.290905  0.856341  \n",
      "2237  2.995607 -0.613668  \n",
      "449   2.064404 -0.457311  \n",
      "1661 -0.564204 -0.035843  \n",
      "2631  2.114948  0.265422  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4903    -9.626413\n",
      "1464     9.513752\n",
      "3561     8.736914\n",
      "2558    16.564475\n",
      "758     14.730054\n",
      "          ...    \n",
      "3043    24.080407\n",
      "2237    14.305793\n",
      "449     10.065554\n",
      "1661     7.532965\n",
      "2631    20.214636\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4903    False\n",
      "1464     True\n",
      "3561    False\n",
      "2558     True\n",
      "758      True\n",
      "        ...  \n",
      "3043     True\n",
      "2237     True\n",
      "449      True\n",
      "1661     True\n",
      "2631     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "785  -0.478446  1.718137  1.414635  0.165281  0.915138  0.002735 -1.791392   \n",
      "2903 -1.018744 -0.771010  1.542052  0.238188 -0.706522  1.100649  0.030500   \n",
      "1960  0.651690  0.292893  0.786705 -0.303705  3.375160  0.260768  1.835435   \n",
      "4566 -0.668063  1.020421  1.371944 -0.009304  0.729512 -0.456939 -0.153107   \n",
      "2416  0.115363  0.700435  1.226370 -1.038664  1.497322  0.670383 -0.309360   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1384 -0.811669  0.606014 -1.213243  0.019066 -0.051212  0.565750 -0.623958   \n",
      "4015 -0.776664  0.403341  1.130526  0.265808  1.532643 -0.076425  0.679748   \n",
      "3522 -0.888319 -0.188869  0.048018  0.820221 -0.227003  1.076654 -0.066622   \n",
      "643  -0.899401 -0.084383  0.540937 -0.801817  1.526246  0.873035 -0.592425   \n",
      "3022 -2.896560 -0.990387  2.098971 -1.372984  0.844102  2.407771  0.940622   \n",
      "\n",
      "            X1        X0  \n",
      "785   0.915138 -1.791392  \n",
      "2903 -0.706522  0.030500  \n",
      "1960  3.375160  1.835435  \n",
      "4566  0.729512 -0.153107  \n",
      "2416  1.497322 -0.309360  \n",
      "...        ...       ...  \n",
      "1384 -0.051212 -0.623958  \n",
      "4015  1.532643  0.679748  \n",
      "3522 -0.227003 -0.066622  \n",
      "643   1.526246 -0.592425  \n",
      "3022  0.844102  0.940622  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 785     10.338225\n",
      "2903    13.010132\n",
      "1960    22.102425\n",
      "4566    12.538854\n",
      "2416    10.631746\n",
      "          ...    \n",
      "1384     8.931158\n",
      "4015    17.556247\n",
      "3522    15.403811\n",
      "643      9.283394\n",
      "3022    14.559184\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 785     True\n",
      "2903    True\n",
      "1960    True\n",
      "4566    True\n",
      "2416    True\n",
      "        ... \n",
      "1384    True\n",
      "4015    True\n",
      "3522    True\n",
      "643     True\n",
      "3022    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "310  -1.291615  1.380435  2.519894 -0.820380  1.529507  0.730983  2.051612   \n",
      "2080  0.198530  0.763683  0.959122 -0.283611  2.974659  1.239792  2.172690   \n",
      "902  -1.345491 -0.260654 -1.261201  0.206608  0.743559  0.074628  1.041046   \n",
      "72   -1.011907  0.560973 -1.188835 -0.959395 -0.203625  0.188343  0.659664   \n",
      "103  -0.231910 -0.833857 -0.836726  0.115273  0.175367  0.995908  0.033255   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "867  -1.131860  0.796677  1.862610 -1.022527  1.371901  2.330004  0.270268   \n",
      "3956 -0.433461 -0.834390  0.095939 -0.985058  1.394230  2.329192  0.190547   \n",
      "2676 -0.073171  2.049914 -1.502034 -0.781171  1.585975  0.561332  0.742738   \n",
      "4839 -1.375920  0.779787  1.133929  1.204918  0.741645  1.435415 -0.324753   \n",
      "4655 -0.549508  0.884280  0.426699  0.213025  1.605170  0.900448 -0.308762   \n",
      "\n",
      "            X1        X0  \n",
      "310   1.529507  2.051612  \n",
      "2080  2.974659  2.172690  \n",
      "902   0.743559  1.041046  \n",
      "72   -0.203625  0.659664  \n",
      "103   0.175367  0.033255  \n",
      "...        ...       ...  \n",
      "867   1.371901  0.270268  \n",
      "3956  1.394230  0.190547  \n",
      "2676  1.585975  0.742738  \n",
      "4839  0.741645 -0.324753  \n",
      "4655  1.605170 -0.308762  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 310     22.109650\n",
      "2080    25.914479\n",
      "902     14.039689\n",
      "72       7.634029\n",
      "103     11.075299\n",
      "          ...    \n",
      "867     17.134051\n",
      "3956    12.710493\n",
      "2676    -0.532032\n",
      "4839    21.303154\n",
      "4655    16.432692\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 310      True\n",
      "2080     True\n",
      "902      True\n",
      "72       True\n",
      "103      True\n",
      "        ...  \n",
      "867      True\n",
      "3956     True\n",
      "2676    False\n",
      "4839     True\n",
      "4655     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4800  0.432805  0.645277  2.637351  1.232870 -0.955423 -0.025287 -0.712771   \n",
      "2025  0.190656 -1.233219 -0.517080  1.183971  1.339610  2.754077  0.592425   \n",
      "2276 -0.873311 -0.469262 -0.671544 -0.086490  0.433671  1.047441 -1.863457   \n",
      "4843  1.041401  1.476586  0.871385  1.281630  0.463128  1.341098 -1.543398   \n",
      "4005 -0.335334  0.734263 -0.391239 -1.072783  0.272688  0.970947  0.271611   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2469  0.478528  0.779918  0.696555 -0.569913 -0.195794  0.790037  0.554010   \n",
      "4627  0.070808 -0.123611  0.331134  0.544361 -0.604706  1.429577  0.881954   \n",
      "2218 -1.998398  0.093807  1.640895 -1.080310 -0.091445  1.104192 -1.501246   \n",
      "2843 -0.418138 -0.738659  0.510228 -1.319085  0.295362 -0.092998  0.040996   \n",
      "1989 -0.880096  1.795634  1.754854  0.522317 -0.239828  1.359532 -1.091081   \n",
      "\n",
      "            X1        X0  \n",
      "4800 -0.955423 -0.712771  \n",
      "2025  1.339610  0.592425  \n",
      "2276  0.433671 -1.863457  \n",
      "4843  0.463128 -1.543398  \n",
      "4005  0.272688  0.271611  \n",
      "...        ...       ...  \n",
      "2469 -0.195794  0.554010  \n",
      "4627 -0.604706  0.881954  \n",
      "2218 -0.091445 -1.501246  \n",
      "2843  0.295362  0.040996  \n",
      "1989 -0.239828 -1.091081  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4800    15.353512\n",
      "2025    23.543696\n",
      "2276     5.049675\n",
      "4843    17.764105\n",
      "4005     9.543784\n",
      "          ...    \n",
      "2469    12.800691\n",
      "4627    17.982939\n",
      "2218     4.331321\n",
      "2843     3.776703\n",
      "1989    16.155687\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4800    True\n",
      "2025    True\n",
      "2276    True\n",
      "4843    True\n",
      "4005    True\n",
      "        ... \n",
      "2469    True\n",
      "4627    True\n",
      "2218    True\n",
      "2843    True\n",
      "1989    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4874 -0.892128 -0.231088  0.333880  0.318170 -0.697978  0.008375  0.453526   \n",
      "819  -0.599837  1.604171 -0.837631 -0.367596  0.922193  0.988757  0.887308   \n",
      "3163 -3.545511  1.555816 -0.141146 -1.095047  1.979441  0.307744  0.064629   \n",
      "4311 -1.771183  2.065318 -0.112189 -0.514253  1.785686  0.062299  0.068575   \n",
      "4905 -1.523216  1.114791  0.361242 -0.347561  1.272001  0.347454  0.141583   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1649 -0.632478  0.664945 -1.769479 -1.237384 -0.016633 -0.554766  1.519943   \n",
      "2098 -0.576153  0.553111  0.523955 -0.625188  1.589498  0.838929 -0.021970   \n",
      "4907  0.850980 -0.782990  1.632014  0.193078  1.540620  0.955318  1.972905   \n",
      "2049 -0.587654 -2.427584  0.970686 -1.281212  0.833216  1.630451  0.046897   \n",
      "2654  1.086293  0.712692 -0.657628 -1.046710  1.155074  0.146352  0.306459   \n",
      "\n",
      "            X1        X0  \n",
      "4874 -0.697978  0.453526  \n",
      "819   0.922193  0.887308  \n",
      "3163  1.979441  0.064629  \n",
      "4311  1.785686  0.068575  \n",
      "4905  1.272001  0.141583  \n",
      "...        ...       ...  \n",
      "1649 -0.016633  1.519943  \n",
      "2098  1.589498 -0.021970  \n",
      "4907  1.540620  1.972905  \n",
      "2049  0.833216  0.046897  \n",
      "2654  1.155074  0.306459  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4874    11.836178\n",
      "819     16.785959\n",
      "3163    -2.029293\n",
      "4311    13.978165\n",
      "4905    13.852722\n",
      "          ...    \n",
      "1649     7.380978\n",
      "2098    13.032032\n",
      "4907    22.707864\n",
      "2049     6.730563\n",
      "2654     8.947265\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4874     True\n",
      "819      True\n",
      "3163    False\n",
      "4311     True\n",
      "4905     True\n",
      "        ...  \n",
      "1649     True\n",
      "2098     True\n",
      "4907     True\n",
      "2049     True\n",
      "2654     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4672  0.339372  1.146660  0.477270 -1.956686 -0.083888  0.876706 -0.449512   \n",
      "3389 -1.038049 -0.582383 -1.253107 -1.084725  0.491188  0.152725  0.312738   \n",
      "3100 -0.844529  1.624381 -0.885944 -0.292527  1.153474 -0.291412  1.073085   \n",
      "1268  0.034982  0.959147  1.078408 -1.481349  3.075667  2.003843  0.579881   \n",
      "1304  0.016716  2.921220  0.474912 -1.037556  0.532910  0.057710  1.793262   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4113 -0.977709  0.627613 -1.034488  0.870820  0.948864  1.758997 -0.013057   \n",
      "2440 -0.680317  1.543540  2.846569  0.133257 -0.052534  0.569326  1.069872   \n",
      "2991 -0.484692 -0.018622  0.573158  0.166921  1.674154  0.932641 -0.082787   \n",
      "3948 -1.580883 -0.793783  0.602323  1.548803  1.081200  0.949000  1.945991   \n",
      "2298 -0.141739  3.106616 -0.145217 -1.388550  2.418093  1.704553 -0.777998   \n",
      "\n",
      "            X1        X0  \n",
      "4672 -0.083888 -0.449512  \n",
      "3389  0.491188  0.312738  \n",
      "3100  1.153474  1.073085  \n",
      "1268  3.075667  0.579881  \n",
      "1304  0.532910  1.793262  \n",
      "...        ...       ...  \n",
      "4113  0.948864 -0.013057  \n",
      "2440 -0.052534  1.069872  \n",
      "2991  1.674154 -0.082787  \n",
      "3948  1.081200  1.945991  \n",
      "2298  2.418093 -0.777998  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4672     3.896948\n",
      "3389     5.063344\n",
      "3100    15.049902\n",
      "1268    17.556523\n",
      "1304    17.423344\n",
      "          ...    \n",
      "4113    19.454622\n",
      "2440    20.830369\n",
      "2991    15.915867\n",
      "3948    26.869030\n",
      "2298     2.501240\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4672     True\n",
      "3389     True\n",
      "3100     True\n",
      "1268     True\n",
      "1304     True\n",
      "        ...  \n",
      "4113     True\n",
      "2440     True\n",
      "2991     True\n",
      "3948     True\n",
      "2298    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3515 -1.640140 -0.825765  0.923759 -1.045438  0.123775  0.921330  2.303670   \n",
      "1552 -1.675882  1.853254  0.185645 -0.791183 -0.893076  1.083711  1.985978   \n",
      "49    0.967552  2.147750  0.658159  0.677316  1.625634  1.221275  1.388387   \n",
      "231  -1.828012  0.663059  0.643152 -0.540186  1.555590  1.008157  0.556906   \n",
      "4855 -0.636929  0.015628  0.229425  0.154231  1.204954 -0.335245  1.207977   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4158 -2.153331  0.240841  0.022286 -2.071729 -0.549921  0.198082  1.335027   \n",
      "3943  1.584851  0.740954 -0.163935 -0.940916 -0.027103  3.607118 -0.163517   \n",
      "3729 -1.480626  0.570963 -1.828871 -1.115295  3.875799  0.917549 -0.426919   \n",
      "942   0.674240 -0.708696 -0.869050  1.005984 -1.010486 -1.009913 -2.242270   \n",
      "2783 -0.032982 -0.632233 -1.242827 -0.684852 -0.058576  1.604869  0.975250   \n",
      "\n",
      "            X1        X0  \n",
      "3515  0.123775  2.303670  \n",
      "1552 -0.893076  1.985978  \n",
      "49    1.625634  1.388387  \n",
      "231   1.555590  0.556906  \n",
      "4855  1.204954  1.207977  \n",
      "...        ...       ...  \n",
      "4158 -0.549921  1.335027  \n",
      "3943 -0.027103 -0.163517  \n",
      "3729  3.875799 -0.426919  \n",
      "942  -1.010486 -2.242270  \n",
      "2783 -0.058576  0.975250  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3515    15.034448\n",
      "1552    17.296715\n",
      "49      27.311886\n",
      "231     15.955047\n",
      "4855     0.140088\n",
      "          ...    \n",
      "4158     5.068293\n",
      "3943    14.750096\n",
      "3729    10.863744\n",
      "942      1.002139\n",
      "2783    11.611939\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3515     True\n",
      "1552     True\n",
      "49       True\n",
      "231      True\n",
      "4855    False\n",
      "        ...  \n",
      "4158     True\n",
      "3943     True\n",
      "3729     True\n",
      "942      True\n",
      "2783     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3851 -0.389617  1.806563  1.217008 -0.867157  1.045808  1.704130  0.649257   \n",
      "830  -1.393101 -1.267394  0.351642 -0.299794 -0.189311 -0.125268  0.338309   \n",
      "430  -0.249727 -0.024644 -0.728918 -1.219278  1.106589  1.328890 -0.541927   \n",
      "1135 -0.158996  0.965167  1.267009 -0.375252  0.422001  1.070539  0.702869   \n",
      "2234 -1.289951  1.333640 -2.850256 -0.916885 -1.183520 -0.852868  0.326746   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "656  -0.844636 -0.640293  1.752142 -1.827401 -0.063951  0.992677 -0.112860   \n",
      "4541 -0.142832 -0.139673  0.741447 -0.830078  2.228081  2.032872  0.916035   \n",
      "2806 -1.566642 -1.082137 -0.178965 -0.752728  0.871918 -0.015202 -1.316866   \n",
      "4149  0.152467  1.407089 -0.827960 -0.034368  1.422484  1.286155 -0.005567   \n",
      "2560 -0.484773 -1.112612  1.400013 -0.535602 -0.678257  2.126648 -0.593934   \n",
      "\n",
      "            X1        X0  \n",
      "3851  1.045808  0.649257  \n",
      "830  -0.189311  0.338309  \n",
      "430   1.106589 -0.541927  \n",
      "1135  0.422001  0.702869  \n",
      "2234 -1.183520  0.326746  \n",
      "...        ...       ...  \n",
      "656  -0.063951 -0.112860  \n",
      "4541  2.228081  0.916035  \n",
      "2806  0.871918 -1.316866  \n",
      "4149  1.422484 -0.005567  \n",
      "2560 -0.678257 -0.593934  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3851    18.063523\n",
      "830      7.509284\n",
      "430     -3.153173\n",
      "1135    16.710057\n",
      "2234    -7.056760\n",
      "          ...    \n",
      "656      4.401947\n",
      "4541    18.260427\n",
      "2806     1.597703\n",
      "4149    16.507460\n",
      "2560     9.225417\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3851     True\n",
      "830      True\n",
      "430     False\n",
      "1135     True\n",
      "2234    False\n",
      "        ...  \n",
      "656      True\n",
      "4541     True\n",
      "2806     True\n",
      "4149     True\n",
      "2560     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "511   0.110169  2.323366 -0.404450 -1.118367  1.249728  1.998528  0.957796   \n",
      "2809 -0.035858 -0.653960  1.626703 -0.613987  0.590308 -0.758254 -1.450816   \n",
      "3800  0.134514  2.662572  0.429686  0.836902  1.917731  1.522139  0.926259   \n",
      "1382 -1.813196  2.907750  1.153072 -0.312351  0.788391  1.709574  2.237834   \n",
      "2240 -0.233744  1.728505  2.222842 -0.140893  0.427626  0.753893  0.479360   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3000 -1.119677 -0.234602  0.432306  0.996403 -0.110880  0.336905  0.582975   \n",
      "2116 -0.228964  0.620599 -1.422563 -2.091653  2.541201  0.710362  0.323250   \n",
      "1224 -2.165358 -0.499170  0.544891 -1.054553  0.926171 -0.534781  0.140788   \n",
      "4197  1.497093 -0.708549  2.206581 -0.926018  0.262698  0.137131 -0.264556   \n",
      "2720 -0.477993  2.601551  0.543015  0.255154  1.134215  0.118384 -0.527251   \n",
      "\n",
      "            X1        X0  \n",
      "511   1.249728  0.957796  \n",
      "2809  0.590308 -1.450816  \n",
      "3800  1.917731  0.926259  \n",
      "1382  0.788391  2.237834  \n",
      "2240  0.427626  0.479360  \n",
      "...        ...       ...  \n",
      "3000 -0.110880  0.582975  \n",
      "2116  2.541201  0.323250  \n",
      "1224  0.926171  0.140788  \n",
      "4197  0.262698 -0.264556  \n",
      "2720  1.134215 -0.527251  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 511     18.141772\n",
      "2809     2.149000\n",
      "3800    28.210515\n",
      "1382    27.163260\n",
      "2240    18.465755\n",
      "          ...    \n",
      "3000    17.134373\n",
      "2116     6.888555\n",
      "1224     5.642527\n",
      "4197     6.887613\n",
      "2720    16.122530\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 511     True\n",
      "2809    True\n",
      "3800    True\n",
      "1382    True\n",
      "2240    True\n",
      "        ... \n",
      "3000    True\n",
      "2116    True\n",
      "1224    True\n",
      "4197    True\n",
      "2720    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1088  0.046614  1.268343 -0.067028 -0.895801  1.451760  1.702751  1.177448   \n",
      "4828 -1.065502 -0.534888  1.073370  0.230562  0.329129  1.525255 -2.060244   \n",
      "2141 -1.168867  0.262878  1.221937  0.320089  1.362656  0.469412 -0.610819   \n",
      "1117 -1.320522 -1.465535  0.266208 -0.591935  0.691099  0.559284  1.436144   \n",
      "3440 -0.641675  0.956699  0.326137  0.492872  1.544609  1.636942  0.924322   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1889  0.591935  1.778583  0.248833  0.267200  1.380035 -0.154340  0.830981   \n",
      "1356 -0.143909  1.212610  0.951986 -0.654033  1.052833  0.459100 -0.937814   \n",
      "2287  0.150022 -1.023813  1.349625 -1.751312 -0.513305  0.651647 -0.308657   \n",
      "4796  0.491236 -0.491453 -0.721991 -1.527430 -0.138944  0.807899  1.574696   \n",
      "3296 -1.926183  0.855159  3.450417 -0.317258  1.107236  1.061084 -0.611777   \n",
      "\n",
      "            X1        X0  \n",
      "1088  1.451760  1.177448  \n",
      "4828  0.329129 -2.060244  \n",
      "2141  1.362656 -0.610819  \n",
      "1117  0.691099  1.436144  \n",
      "3440  1.544609  0.924322  \n",
      "...        ...       ...  \n",
      "1889  1.380035  0.830981  \n",
      "1356  1.052833 -0.937814  \n",
      "2287 -0.513305 -0.308657  \n",
      "4796 -0.138944  1.574696  \n",
      "3296  1.107236 -0.611777  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1088    18.198535\n",
      "4828     8.503061\n",
      "2141    14.329441\n",
      "1117    12.509409\n",
      "3440    23.499443\n",
      "          ...    \n",
      "1889    18.933692\n",
      "1356     9.553569\n",
      "2287     1.548648\n",
      "4796     8.560018\n",
      "3296    15.660034\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1088    True\n",
      "4828    True\n",
      "2141    True\n",
      "1117    True\n",
      "3440    True\n",
      "        ... \n",
      "1889    True\n",
      "1356    True\n",
      "2287    True\n",
      "4796    True\n",
      "3296    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3285 -0.499299  1.172406  1.312110 -0.969803  0.041015  0.109666  0.243525   \n",
      "4077 -1.159791 -0.099620  0.979114 -1.686033  1.252650  0.134500  1.799442   \n",
      "2794 -0.668370 -0.139140 -0.536209 -0.675337  0.164822  0.542993  0.473013   \n",
      "3645 -1.048901  1.547035  0.196213 -0.298456 -0.782320  2.128483  1.978269   \n",
      "3077 -1.902713 -0.090394 -1.985301 -0.273770  2.011596  1.200067  0.849907   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1458  0.893255 -0.061113  0.168727 -0.288280  0.663861 -0.129988  0.930387   \n",
      "3275 -1.829911  0.336018 -0.282023  0.480726  1.837075  0.106942  0.079363   \n",
      "3303 -0.818121 -1.131848  0.303713 -1.057311 -0.336161  1.481805  0.902800   \n",
      "3703  0.130365  0.815604 -2.005016 -1.629661 -0.549947  1.268749  0.184137   \n",
      "1428 -0.776021 -0.292194 -0.318542 -0.060376  1.357799 -0.151562 -0.965035   \n",
      "\n",
      "            X1        X0  \n",
      "3285  0.041015  0.243525  \n",
      "4077  1.252650  1.799442  \n",
      "2794  0.164822  0.473013  \n",
      "3645 -0.782320  1.978269  \n",
      "3077  2.011596  0.849907  \n",
      "...        ...       ...  \n",
      "1458  0.663861  0.930387  \n",
      "3275  1.837075  0.079363  \n",
      "3303 -0.336161  0.902800  \n",
      "3703 -0.549947  0.184137  \n",
      "1428  1.357799 -0.965035  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3285     9.938453\n",
      "4077    11.586483\n",
      "2794     9.291608\n",
      "3645    21.714063\n",
      "3077    15.429770\n",
      "          ...    \n",
      "1458    12.686471\n",
      "3275    15.832096\n",
      "3303     9.757876\n",
      "3703     4.597496\n",
      "1428     7.493023\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3285    True\n",
      "4077    True\n",
      "2794    True\n",
      "3645    True\n",
      "3077    True\n",
      "        ... \n",
      "1458    True\n",
      "3275    True\n",
      "3303    True\n",
      "3703    True\n",
      "1428    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2159 -0.517348  0.956741  2.216308 -1.265570 -0.567861  1.169620  0.406622   \n",
      "1674 -2.311086  0.929967 -1.507577  1.170179 -0.822150 -0.635607  1.361608   \n",
      "465  -2.589382  0.110595  1.268610 -1.613797 -0.018196  0.562176  1.551208   \n",
      "1687  0.502731  0.610068  1.078027 -0.794078  0.501186  0.471118  2.877115   \n",
      "1348 -0.384825 -0.289495 -0.077658  0.236273  1.340919  0.569226  1.360227   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "440  -1.770136 -1.210453  1.634827 -1.381797  0.488335  2.526241  0.034990   \n",
      "2364 -2.094148  0.702542 -0.339461 -2.144909  1.265671 -0.211631  0.592695   \n",
      "79   -0.173111  0.467553  1.654875 -0.419803  1.200240  0.783443  1.650443   \n",
      "4340 -0.583812  0.278068  1.563785 -1.962580  0.757233  0.350003  1.295707   \n",
      "3956 -0.433461 -0.834390  0.095939 -0.985058  1.394230  2.329192  0.190547   \n",
      "\n",
      "            X1        X0  \n",
      "2159 -0.567861  0.406622  \n",
      "1674 -0.822150  1.361608  \n",
      "465  -0.018196  1.551208  \n",
      "1687  0.501186  2.877115  \n",
      "1348  1.340919  1.360227  \n",
      "...        ...       ...  \n",
      "440   0.488335  0.034990  \n",
      "2364  1.265671  0.592695  \n",
      "79    1.200240  1.650443  \n",
      "4340  0.757233  1.295707  \n",
      "3956  1.394230  0.190547  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2159    11.296501\n",
      "1674    16.900343\n",
      "465     -4.516280\n",
      "1687    20.082492\n",
      "1348    18.580167\n",
      "          ...    \n",
      "440     10.403789\n",
      "2364     4.534581\n",
      "79      19.882834\n",
      "4340     9.577251\n",
      "3956    12.710493\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2159     True\n",
      "1674     True\n",
      "465     False\n",
      "1687     True\n",
      "1348     True\n",
      "        ...  \n",
      "440      True\n",
      "2364     True\n",
      "79       True\n",
      "4340     True\n",
      "3956     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4791 -0.134727  0.753744 -0.850932 -0.668964  1.861163  1.515994 -0.671485   \n",
      "1913 -0.503693 -0.439957  0.915813 -0.659281  0.479930 -0.233094  0.980875   \n",
      "1246 -1.651486  1.173328 -0.539778 -0.175527  1.709359  2.149123  1.085219   \n",
      "2210 -0.589263  0.647377 -0.548509 -1.337105 -0.774880  1.170341 -0.546323   \n",
      "3671 -0.177783  0.208741  0.256771  0.499820  0.289808 -0.767858 -0.328259   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2589 -1.838564  0.995731  1.678342 -0.895306  0.438051  1.326173  1.031161   \n",
      "2452 -1.382220 -1.303727  0.120674  0.557312  0.518849  0.931328 -0.146336   \n",
      "4878 -0.183312 -0.857162 -0.036177 -0.315005  1.851405  0.606327 -1.639266   \n",
      "1230 -1.834171  0.553379 -1.338077 -0.346339  1.924052  0.565303  2.183090   \n",
      "1380 -1.744366 -1.506335  2.731793 -1.579337 -2.146859 -0.376285 -0.332581   \n",
      "\n",
      "            X1        X0  \n",
      "4791  1.861163 -0.671485  \n",
      "1913  0.479930  0.980875  \n",
      "1246  1.709359  1.085219  \n",
      "2210 -0.774880 -0.546323  \n",
      "3671  0.289808 -0.328259  \n",
      "...        ...       ...  \n",
      "2589  0.438051  1.031161  \n",
      "2452  0.518849 -0.146336  \n",
      "4878  1.851405 -1.639266  \n",
      "1230  1.924052  2.183090  \n",
      "1380 -2.146859 -0.332581  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4791    11.591650\n",
      "1913    10.780834\n",
      "1246    21.919077\n",
      "2210     4.084811\n",
      "3671    10.383960\n",
      "          ...    \n",
      "2589    16.533112\n",
      "2452    13.095617\n",
      "4878     6.047912\n",
      "1230    19.629673\n",
      "1380    -2.160594\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4791    True\n",
      "1913    True\n",
      "1246    True\n",
      "2210    True\n",
      "3671    True\n",
      "        ... \n",
      "2589    True\n",
      "2452    True\n",
      "4878    True\n",
      "1230    True\n",
      "1380    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4114 -1.398072  0.834012 -0.012523 -1.214135 -0.193507  0.888399  0.260498   \n",
      "4221  1.206273  2.767051 -0.724588 -0.236468  0.089610  2.156825 -0.037913   \n",
      "717  -1.478245 -0.414745  0.155721 -0.918437  1.734916  1.711654 -0.209049   \n",
      "4205 -1.712741  0.335410  0.022974  0.061042  2.084878 -0.351985  1.354416   \n",
      "2040  1.233688  1.840131 -0.372473  0.306403 -0.261653  0.119974  0.878006   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1537 -0.805022  0.675747 -0.308898 -0.331342 -0.249757  2.523702 -0.880874   \n",
      "1708 -1.713333  1.547580 -1.967490  1.270389  1.469132 -0.560717  1.252982   \n",
      "1728 -0.144909  2.057960  2.151185 -0.880305  0.792813  1.152164 -0.780319   \n",
      "3685 -2.181792  0.313357  0.535104  1.853398  1.192110  1.118092 -0.143608   \n",
      "2337 -0.336840  0.244207  0.589175 -2.206402  1.885124  2.132319  0.991546   \n",
      "\n",
      "            X1        X0  \n",
      "4114 -0.193507  0.260498  \n",
      "4221  0.089610 -0.037913  \n",
      "717   1.734916 -0.209049  \n",
      "4205  2.084878  1.354416  \n",
      "2040 -0.261653  0.878006  \n",
      "...        ...       ...  \n",
      "1537 -0.249757 -0.880874  \n",
      "1708  1.469132  1.252982  \n",
      "1728  0.792813 -0.780319  \n",
      "3685  1.192110 -0.143608  \n",
      "2337  1.885124  0.991546  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4114     8.444937\n",
      "4221    17.702158\n",
      "717     -0.622560\n",
      "4205    -0.028984\n",
      "2040    16.740787\n",
      "          ...    \n",
      "1537     5.205814\n",
      "1708    21.331282\n",
      "1728    12.846459\n",
      "3685    23.425005\n",
      "2337    12.415835\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4114     True\n",
      "4221     True\n",
      "717     False\n",
      "4205    False\n",
      "2040     True\n",
      "        ...  \n",
      "1537    False\n",
      "1708     True\n",
      "1728     True\n",
      "3685     True\n",
      "2337     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4226 -0.819314  0.892834 -0.017744 -0.167298 -0.001846  2.547788 -0.096366   \n",
      "1473 -1.186762  0.127018  0.321637  0.057898 -0.423820  1.647800  0.119440   \n",
      "496  -0.679497  1.760528  2.603421 -0.858964  1.281742  1.154321  0.138738   \n",
      "3343  1.395585  1.397011  2.363167 -0.678447  1.042911  2.053075  0.671747   \n",
      "3449 -1.062283  2.581161  0.684899 -0.137322  1.100988  0.388520  3.083798   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1636  0.261208 -0.565355 -0.287395 -1.922529  0.618510  0.923102  0.400617   \n",
      "3210  0.504506  0.651820  0.394292 -0.912040  0.517986 -1.105945  0.282455   \n",
      "2961 -1.712299  1.643424 -1.474377 -0.763893  0.840239 -0.841016  1.154343   \n",
      "3707 -0.211109  0.396653  3.472329 -0.510629  0.195757  2.112111  0.037650   \n",
      "4585  0.351932  0.550365 -0.134458  0.015683  0.786284  0.839984 -0.686403   \n",
      "\n",
      "            X1        X0  \n",
      "4226 -0.001846 -0.096366  \n",
      "1473 -0.423820  0.119440  \n",
      "496   1.281742  0.138738  \n",
      "3343  1.042911  0.671747  \n",
      "3449  1.100988  3.083798  \n",
      "...        ...       ...  \n",
      "1636  0.618510  0.400617  \n",
      "3210  0.517986  0.282455  \n",
      "2961  0.840239  1.154343  \n",
      "3707  0.195757  0.037650  \n",
      "4585  0.786284 -0.686403  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4226    16.325065\n",
      "1473    14.373965\n",
      "496     16.830485\n",
      "3343    20.402524\n",
      "3449    27.179322\n",
      "          ...    \n",
      "1636     4.664996\n",
      "3210     6.492937\n",
      "2961    -4.408050\n",
      "3707    17.361817\n",
      "4585    11.750181\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4226     True\n",
      "1473     True\n",
      "496      True\n",
      "3343     True\n",
      "3449     True\n",
      "        ...  \n",
      "1636     True\n",
      "3210     True\n",
      "2961    False\n",
      "3707     True\n",
      "4585     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "347  -0.697471 -1.633198  2.222727 -0.449467  1.315968  1.238902  1.230078   \n",
      "1743  1.126666 -0.633614  1.244160 -1.580489 -0.883760  1.917901  2.168876   \n",
      "2586  0.084422  0.723392  0.203587  0.055208  0.199001  0.318550  0.017917   \n",
      "1849 -2.047412  0.520421 -0.382946 -1.826322 -0.015990  2.335947 -1.159780   \n",
      "77   -1.946556  0.324505  0.889430 -0.757196 -0.900562 -0.344601  1.239374   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2492 -2.567587  0.879149  0.704189  1.040144  0.762601  3.497425 -0.124711   \n",
      "4917 -2.031168  0.623676  0.775759 -2.424515 -0.009583 -0.054077 -0.032372   \n",
      "2032 -0.264918 -0.464270 -1.168659 -0.889205  2.411385  0.866589  1.141682   \n",
      "3303 -0.818121 -1.131848  0.303713 -1.057311 -0.336161  1.481805  0.902800   \n",
      "1385 -0.560623  0.705449  0.471981 -1.286769 -0.058687  1.116602  1.197072   \n",
      "\n",
      "            X1        X0  \n",
      "347   1.315968  1.230078  \n",
      "1743 -0.883760  2.168876  \n",
      "2586  0.199001  0.017917  \n",
      "1849 -0.015990 -1.159780  \n",
      "77   -0.900562  1.239374  \n",
      "...        ...       ...  \n",
      "2492  0.762601 -0.124711  \n",
      "4917 -0.009583 -0.032372  \n",
      "2032  2.411385  1.141682  \n",
      "3303 -0.336161  0.902800  \n",
      "1385 -0.058687  1.197072  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 347     16.861064\n",
      "1743    13.612478\n",
      "2586    12.716525\n",
      "1849     3.722574\n",
      "77       9.868058\n",
      "          ...    \n",
      "2492    25.858770\n",
      "4917     0.538065\n",
      "2032    13.766666\n",
      "3303     9.757876\n",
      "1385    12.367933\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 347     True\n",
      "1743    True\n",
      "2586    True\n",
      "1849    True\n",
      "77      True\n",
      "        ... \n",
      "2492    True\n",
      "4917    True\n",
      "2032    True\n",
      "3303    True\n",
      "1385    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1526 -2.661530  1.424314  1.244754 -1.247927  1.497599  1.706896  1.308209   \n",
      "2936 -1.938113  0.526502 -0.142239 -0.398260  1.388024  0.778194  1.647732   \n",
      "4986 -1.267427 -0.339115  0.727373  0.248755 -0.061590  1.001665 -2.305285   \n",
      "3803  0.457429  1.241838  0.597845 -0.052398 -1.386341  1.014802  2.764802   \n",
      "242  -1.693022  1.093069 -0.336340  0.753328  1.557851  0.621283 -1.064773   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1757 -2.563744 -0.362020  0.502617 -0.573701  0.720260  0.452335  0.440916   \n",
      "2418 -2.109563  1.201160 -1.984244 -0.905817  0.135033  1.424712 -0.079423   \n",
      "4241 -1.002532  2.150578  0.164271 -1.778983 -0.338996  1.272721 -0.790987   \n",
      "3775 -0.324658 -1.062535  0.005726 -0.870401  1.621996  0.965473 -0.455365   \n",
      "3342 -1.887204  0.672328  0.203698  0.636106  0.874195 -0.425254 -0.028339   \n",
      "\n",
      "            X1        X0  \n",
      "1526  1.497599  1.308209  \n",
      "2936  1.388024  1.647732  \n",
      "4986 -0.061590 -2.305285  \n",
      "3803 -1.386341  2.764802  \n",
      "242   1.557851 -1.064773  \n",
      "...        ...       ...  \n",
      "1757  0.720260  0.440916  \n",
      "2418  0.135033 -0.079423  \n",
      "4241 -0.338996 -0.790987  \n",
      "3775  1.621996 -0.455365  \n",
      "3342  0.874195 -0.028339  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1526    18.664348\n",
      "2936     0.677837\n",
      "4986     5.855265\n",
      "3803    21.837159\n",
      "242     15.089320\n",
      "          ...    \n",
      "1757    -1.614652\n",
      "2418     9.017151\n",
      "4241     5.285330\n",
      "3775     7.741907\n",
      "3342    14.372912\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1526     True\n",
      "2936    False\n",
      "4986     True\n",
      "3803     True\n",
      "242      True\n",
      "        ...  \n",
      "1757    False\n",
      "2418     True\n",
      "4241     True\n",
      "3775     True\n",
      "3342     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "555  -1.249124  1.582105 -0.417887 -0.169379  0.823102  1.261321 -0.136807   \n",
      "2701 -0.043808  0.264612 -0.072345 -0.685697  2.026776  0.470648  0.177243   \n",
      "3550  0.995532 -0.577211  0.941554 -3.169983 -0.203360  1.642617 -1.051466   \n",
      "3474  1.131280 -0.247932 -1.616977 -0.490480  1.618854 -0.373281  2.265186   \n",
      "1476 -2.104427  0.468174  0.538117 -1.687129 -0.713205  0.293417  0.992794   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3697 -0.659428  0.807194  0.916291 -2.599404 -0.119598  0.983892  0.170388   \n",
      "753  -0.192146  1.410015 -1.668002  0.260448 -0.249487  1.445600  2.053778   \n",
      "4000 -1.232852  0.679169 -0.331385  0.390981  0.990205  2.356009  0.941310   \n",
      "4444 -0.785760 -1.561646 -0.190967  0.225587  1.259061  1.055174 -1.815450   \n",
      "2450 -3.356767 -0.939891  1.078610  0.001554  1.701667  3.014666  0.341558   \n",
      "\n",
      "            X1        X0  \n",
      "555   0.823102 -0.136807  \n",
      "2701  2.026776  0.177243  \n",
      "3550 -0.203360 -1.051466  \n",
      "3474  1.618854  2.265186  \n",
      "1476 -0.713205  0.992794  \n",
      "...        ...       ...  \n",
      "3697 -0.119598  0.170388  \n",
      "753  -0.249487  2.053778  \n",
      "4000  0.990205  0.941310  \n",
      "4444  1.259061 -1.815450  \n",
      "2450  1.701667  0.341558  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 555     15.091046\n",
      "2701    12.193874\n",
      "3550    -4.186441\n",
      "3474    15.078181\n",
      "1476     6.534670\n",
      "          ...    \n",
      "3697    -7.204232\n",
      "753      5.089968\n",
      "4000    22.798887\n",
      "4444     6.745397\n",
      "2450    20.553070\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 555      True\n",
      "2701     True\n",
      "3550     True\n",
      "3474     True\n",
      "1476     True\n",
      "        ...  \n",
      "3697    False\n",
      "753     False\n",
      "4000     True\n",
      "4444     True\n",
      "2450     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "77   -1.946556  0.324505  0.889430 -0.757196 -0.900562 -0.344601  1.239374   \n",
      "2222  0.871436  1.111012  1.551089 -1.173883  0.843213 -0.847078  2.432713   \n",
      "3753 -1.361014 -0.437768  0.481331  2.575854  1.975786  0.545298 -0.905907   \n",
      "1328 -3.114885  1.280328  0.337198  1.792036  0.045393  2.669273  0.739687   \n",
      "1547 -1.530304 -0.590274  0.978849 -1.636889  0.873590  0.093242  0.459230   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4949 -1.192635  1.140528 -0.426001 -1.415691 -1.030865  1.749421  1.742376   \n",
      "3404 -2.027505 -0.137322  0.116160  1.118522 -0.565184  2.391798 -2.558336   \n",
      "3289 -0.739264  1.231958  0.918422 -0.909102  0.173805  1.676097 -0.968724   \n",
      "3220  1.636873  0.014937  1.140577  0.127764  1.124008  3.956279  0.183532   \n",
      "5    -2.487929  1.302403 -0.564696  0.639576 -0.054296 -0.143232 -0.159543   \n",
      "\n",
      "            X1        X0  \n",
      "77   -0.900562  1.239374  \n",
      "2222  0.843213  2.432713  \n",
      "3753  1.975786 -0.905907  \n",
      "1328  0.045393  0.739687  \n",
      "1547  0.873590  0.459230  \n",
      "...        ...       ...  \n",
      "4949 -1.030865  1.742376  \n",
      "3404 -0.565184 -2.558336  \n",
      "3289  0.173805 -0.968724  \n",
      "3220  1.124008  0.183532  \n",
      "5    -0.054296 -0.159543  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 77       9.868058\n",
      "2222    15.587107\n",
      "3753    22.805141\n",
      "1328    29.298857\n",
      "1547     5.805524\n",
      "          ...    \n",
      "4949    13.290546\n",
      "3404    11.058842\n",
      "3289     9.747434\n",
      "3220    23.630990\n",
      "5       13.323741\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 77      True\n",
      "2222    True\n",
      "3753    True\n",
      "1328    True\n",
      "1547    True\n",
      "        ... \n",
      "4949    True\n",
      "3404    True\n",
      "3289    True\n",
      "3220    True\n",
      "5       True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3904 -1.170680 -0.717928 -0.178364  0.102310 -0.646860  1.603856 -0.403246   \n",
      "2714  0.522710 -1.247206  0.171286 -1.124152  1.423570  1.522886 -0.529123   \n",
      "3700  0.317758  1.027287  0.650002 -1.998352  0.562107  1.177455 -0.031327   \n",
      "4791 -0.134727  0.753744 -0.850932 -0.668964  1.861163  1.515994 -0.671485   \n",
      "2917  0.025804 -1.055004  0.952929 -2.912111  0.696243 -1.352553 -0.450589   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1015 -1.525689  0.976138  0.814230 -1.403830  0.426914  0.800557 -0.283305   \n",
      "276   0.122657 -0.491412 -0.101047 -2.272495  1.539769  0.940704  0.703328   \n",
      "4643  0.916252 -2.427016 -0.618633 -0.941589  1.072202  0.562658  1.006051   \n",
      "4026 -1.203116 -0.391601  0.386146 -0.290455  1.753704  1.345016  0.342619   \n",
      "955  -1.376333  1.325525  2.085169 -0.311785 -0.193028  2.546608 -0.592559   \n",
      "\n",
      "            X1        X0  \n",
      "3904 -0.646860 -0.403246  \n",
      "2714  1.423570 -0.529123  \n",
      "3700  0.562107 -0.031327  \n",
      "4791  1.861163 -0.671485  \n",
      "2917  0.696243 -0.450589  \n",
      "...        ...       ...  \n",
      "1015  0.426914 -0.283305  \n",
      "276   1.539769  0.703328  \n",
      "4643  1.072202  1.006051  \n",
      "4026  1.753704  0.342619  \n",
      "955  -0.193028 -0.592559  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3904    10.528897\n",
      "2714     7.252008\n",
      "3700     6.868047\n",
      "4791    11.591650\n",
      "2917   -17.048424\n",
      "          ...    \n",
      "1015     7.618753\n",
      "276     -8.909786\n",
      "4643     7.727306\n",
      "4026    15.576295\n",
      "955     16.524279\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3904     True\n",
      "2714     True\n",
      "3700     True\n",
      "4791     True\n",
      "2917    False\n",
      "        ...  \n",
      "1015     True\n",
      "276     False\n",
      "4643     True\n",
      "4026     True\n",
      "955      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "317  -0.406155 -0.668102  1.997684 -0.215142  1.339109  0.392120 -0.288618   \n",
      "3706 -1.710652  1.031404  2.003276  0.861605  0.374940  0.055074 -0.128611   \n",
      "3100 -0.844529  1.624381 -0.885944 -0.292527  1.153474 -0.291412  1.073085   \n",
      "4554 -1.418657  0.650748  1.568231 -1.989181  0.785962  1.306181  1.571891   \n",
      "1414 -0.567344  1.737527  0.743410 -0.719019 -0.561923  0.757276  0.731845   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4920 -1.854929  0.487584  1.153306 -1.114906  1.669789  1.075771 -1.039451   \n",
      "3646 -1.613503  0.986771  0.309155 -0.051261  0.961905 -0.413347  1.027836   \n",
      "4886 -1.293177 -1.161174 -0.634401 -0.652145  0.610270  0.479304  0.488959   \n",
      "764  -2.262025 -2.120523 -0.195205  0.232198  1.254229  0.187450 -0.341271   \n",
      "1599  0.040799  1.366463  1.169969 -1.304904 -2.104373  2.431988  2.245503   \n",
      "\n",
      "            X1        X0  \n",
      "317   1.339109 -0.288618  \n",
      "3706  0.374940 -0.128611  \n",
      "3100  1.153474  1.073085  \n",
      "4554  0.785962  1.571891  \n",
      "1414 -0.561923  0.731845  \n",
      "...        ...       ...  \n",
      "4920  1.669789 -1.039451  \n",
      "3646  0.961905  1.027836  \n",
      "4886  0.610270  0.488959  \n",
      "764   1.254229 -0.341271  \n",
      "1599 -2.104373  2.245503  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 317     12.137265\n",
      "3706    17.841589\n",
      "3100    15.049902\n",
      "4554    13.274900\n",
      "1414    13.604650\n",
      "          ...    \n",
      "4920     8.602748\n",
      "3646    15.602898\n",
      "4886     8.290173\n",
      "764      8.762226\n",
      "1599    17.435511\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 317     True\n",
      "3706    True\n",
      "3100    True\n",
      "4554    True\n",
      "1414    True\n",
      "        ... \n",
      "4920    True\n",
      "3646    True\n",
      "4886    True\n",
      "764     True\n",
      "1599    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2473 -2.293485 -1.712763  0.350699  0.628770  1.025080 -1.336256  2.900848   \n",
      "2663 -1.415104  2.277578  2.460171  1.029804 -0.475732  0.112711  0.228180   \n",
      "305  -0.455903  0.416540  1.560662  0.053088  1.423877  1.332433  2.035092   \n",
      "948  -0.534878 -1.413417  1.476209  0.551583 -0.508338  0.440994  0.647788   \n",
      "3314 -1.245036  1.098161  0.710056 -0.547693  1.619899  0.297705  0.979975   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "449   0.231712 -0.639071  1.783180 -1.247231  2.064404  1.304334 -0.457311   \n",
      "4115 -1.777743  3.035138  1.180094 -0.565748  1.327100 -0.264716  1.422873   \n",
      "2452 -1.382220 -1.303727  0.120674  0.557312  0.518849  0.931328 -0.146336   \n",
      "1558 -1.552312 -0.998297 -0.895816 -0.844561  1.905527  1.307268  0.834486   \n",
      "2472 -0.167098 -0.435763  1.591296 -0.227384  1.461579  0.197865 -0.911471   \n",
      "\n",
      "            X1        X0  \n",
      "2473  1.025080  2.900848  \n",
      "2663 -0.475732  0.228180  \n",
      "305   1.423877  2.035092  \n",
      "948  -0.508338  0.647788  \n",
      "3314  1.619899  0.979975  \n",
      "...        ...       ...  \n",
      "449   2.064404 -0.457311  \n",
      "4115  1.327100  1.422873  \n",
      "2452  0.518849 -0.146336  \n",
      "1558  1.905527  0.834486  \n",
      "2472  1.461579 -0.911471  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2473    18.679877\n",
      "2663    21.031664\n",
      "305     24.766478\n",
      "948     14.190030\n",
      "3314    16.553457\n",
      "          ...    \n",
      "449     10.065554\n",
      "4115    19.667132\n",
      "2452    13.095617\n",
      "1558    12.586967\n",
      "2472     9.659109\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2473    True\n",
      "2663    True\n",
      "305     True\n",
      "948     True\n",
      "3314    True\n",
      "        ... \n",
      "449     True\n",
      "4115    True\n",
      "2452    True\n",
      "1558    True\n",
      "2472    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4086 -1.262724 -0.094579  1.047522 -1.860050  1.370624  1.862604 -0.884056   \n",
      "2055 -0.542273  1.129466  1.935055 -2.562762 -0.119206  1.271834  0.359086   \n",
      "1374 -0.458533  0.557670  0.681427 -0.732132 -1.054736  1.930092  1.633578   \n",
      "3263  0.480652  1.313701  0.224026 -1.794812 -0.254895  1.365732  1.291934   \n",
      "2192 -0.135368  0.129416  0.614372  0.259339  0.378047  1.036693 -1.238951   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2317 -1.703969 -0.129031 -0.201781 -0.352344 -0.153134  0.652526  0.180641   \n",
      "3115 -1.803680  0.287188 -1.097268  1.108199  1.417654  2.145389  1.397876   \n",
      "4453 -0.060997  1.739461 -0.478354 -0.066444  0.926403  0.015054  1.157301   \n",
      "2604 -0.333928  0.761804  0.770084 -1.900993  0.990415  2.139560  0.153271   \n",
      "1616 -1.090656  0.167730  1.944417  0.939781 -0.446638  0.185725  1.630899   \n",
      "\n",
      "            X1        X0  \n",
      "4086  1.370624 -0.884056  \n",
      "2055 -0.119206  0.359086  \n",
      "1374 -1.054736  1.633578  \n",
      "3263 -0.254895  1.291934  \n",
      "2192  0.378047 -1.238951  \n",
      "...        ...       ...  \n",
      "2317 -0.153134  0.180641  \n",
      "3115  1.417654  1.397876  \n",
      "4453  0.926403  1.157301  \n",
      "2604  0.990415  0.153271  \n",
      "1616 -0.446638  1.630899  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4086     6.122876\n",
      "2055     6.223342\n",
      "1374    16.647069\n",
      "3263    11.366803\n",
      "2192    10.887621\n",
      "          ...    \n",
      "2317     9.853129\n",
      "3115    26.322448\n",
      "4453    17.351111\n",
      "2604    10.573070\n",
      "1616    21.696007\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4086    True\n",
      "2055    True\n",
      "1374    True\n",
      "3263    True\n",
      "2192    True\n",
      "        ... \n",
      "2317    True\n",
      "3115    True\n",
      "4453    True\n",
      "2604    True\n",
      "1616    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4828 -1.065502 -0.534888  1.073370  0.230562  0.329129  1.525255 -2.060244   \n",
      "2895  1.197613 -1.014700 -1.592094 -0.243354  0.774755  1.454713  0.404179   \n",
      "4927 -0.207369  1.410156 -0.095747  1.017110 -0.822905  1.154829 -0.249170   \n",
      "3583 -3.029208 -0.023772 -0.446270 -1.453700  0.827568  3.313258  0.961957   \n",
      "3791 -0.741208  0.431588  1.406444  0.019939  1.325725 -2.031784  0.330005   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3555 -1.345556  0.446219  0.014339 -1.870644  1.703810  2.527112  0.500145   \n",
      "4214 -2.013027  2.186698  0.031754 -0.253419  1.232437 -1.168158  1.642925   \n",
      "777  -0.344627 -0.503799  0.104037 -0.852047  1.398940  1.370543  0.723650   \n",
      "84    0.041304  1.708801  0.115767 -1.366476  0.952546  0.182580 -0.207286   \n",
      "4456 -1.316366  0.672955 -0.005748  0.634906  1.262118 -0.328142  1.027424   \n",
      "\n",
      "            X1        X0  \n",
      "4828  0.329129 -2.060244  \n",
      "2895  0.774755  0.404179  \n",
      "4927 -0.822905 -0.249170  \n",
      "3583  0.827568  0.961957  \n",
      "3791  1.325725  0.330005  \n",
      "...        ...       ...  \n",
      "3555  1.703810  0.500145  \n",
      "4214  1.232437  1.642925  \n",
      "777   1.398940  0.723650  \n",
      "84    0.952546 -0.207286  \n",
      "4456  1.262118  1.027424  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4828     8.503061\n",
      "2895    11.720681\n",
      "4927    17.283274\n",
      "3583    15.273146\n",
      "3791    10.623260\n",
      "          ...    \n",
      "3555    12.634397\n",
      "4214    16.995023\n",
      "777     13.368730\n",
      "84       7.901224\n",
      "4456    18.599151\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4828    True\n",
      "2895    True\n",
      "4927    True\n",
      "3583    True\n",
      "3791    True\n",
      "        ... \n",
      "3555    True\n",
      "4214    True\n",
      "777     True\n",
      "84      True\n",
      "4456    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3071 -2.375691  0.826239  0.672538 -1.187480  0.899998  0.896263  0.500668   \n",
      "2159 -0.517348  0.956741  2.216308 -1.265570 -0.567861  1.169620  0.406622   \n",
      "2835 -0.302843  0.967995 -0.755159 -0.629069  2.909275 -0.199045  1.606388   \n",
      "1380 -1.744366 -1.506335  2.731793 -1.579337 -2.146859 -0.376285 -0.332581   \n",
      "1666 -1.193489 -0.181474  0.885247  0.438703 -0.017579  1.778300  0.999054   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3786  0.116238 -0.473550  1.476924 -2.302454 -1.148125  1.794959  0.332219   \n",
      "1318 -1.821309  0.237040  0.014350  0.331192 -0.416354  1.986564  0.967883   \n",
      "3208 -2.396116  0.436226  1.444446 -0.094400 -0.834888  0.175058  0.583759   \n",
      "1185  0.881365 -0.480452 -1.192294 -1.271405 -1.213548  0.302052  0.684922   \n",
      "2098 -0.576153  0.553111  0.523955 -0.625188  1.589498  0.838929 -0.021970   \n",
      "\n",
      "            X1        X0  \n",
      "3071  0.899998  0.500668  \n",
      "2159 -0.567861  0.406622  \n",
      "2835  2.909275  1.606388  \n",
      "1380 -2.146859 -0.332581  \n",
      "1666 -0.017579  0.999054  \n",
      "...        ...       ...  \n",
      "3786 -1.148125  0.332219  \n",
      "1318 -0.416354  0.967883  \n",
      "3208 -0.834888  0.583759  \n",
      "1185 -1.213548  0.684922  \n",
      "2098  1.589498 -0.021970  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3071    11.819689\n",
      "2159    11.296501\n",
      "2835    17.471474\n",
      "1380    -2.160594\n",
      "1666    20.146997\n",
      "          ...    \n",
      "3786     3.926038\n",
      "1318    19.138609\n",
      "3208    12.737416\n",
      "1185     3.366897\n",
      "2098    13.032032\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3071    True\n",
      "2159    True\n",
      "2835    True\n",
      "1380    True\n",
      "1666    True\n",
      "        ... \n",
      "3786    True\n",
      "1318    True\n",
      "3208    True\n",
      "1185    True\n",
      "2098    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3976 -0.109489  1.461467 -0.164283 -0.995198  1.016701  1.605244 -1.288637   \n",
      "3487  1.029992 -1.462594  0.818807 -2.540687  0.531794  2.076183  1.441574   \n",
      "874  -0.403815 -2.292563  0.026206 -2.846613  1.386325  0.406025  0.267531   \n",
      "251  -0.326786  0.663243 -0.312441 -0.962394  0.711313  0.478751  1.366149   \n",
      "4890 -1.085996  1.437475  0.589330 -0.139127  1.515615  1.736186 -0.205738   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4941 -1.610892  0.172831  1.017013  0.021927  1.911370  0.137746 -0.371229   \n",
      "3477 -1.663967  0.745022  0.974015 -0.723942  1.631251  1.843447  0.253949   \n",
      "3668 -2.114639  0.137676  0.210079 -1.328645  0.547138  0.423600  2.022460   \n",
      "748  -2.272828  1.080365  0.698281 -0.785044  0.108636  0.774722  1.227326   \n",
      "404  -1.720459  0.647395  0.939628 -0.484156 -0.158030  1.311345  0.631232   \n",
      "\n",
      "            X1        X0  \n",
      "3976  1.016701 -1.288637  \n",
      "3487  0.531794  1.441574  \n",
      "874   1.386325  0.267531  \n",
      "251   0.711313  1.366149  \n",
      "4890  1.515615 -0.205738  \n",
      "...        ...       ...  \n",
      "4941  1.911370 -0.371229  \n",
      "3477  1.631251  0.253949  \n",
      "3668  0.547138  2.022460  \n",
      "748   0.108636  1.227326  \n",
      "404  -0.158030  0.631232  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3976     8.703922\n",
      "3487     7.716875\n",
      "874    -15.497947\n",
      "251     13.219215\n",
      "4890    18.062361\n",
      "          ...    \n",
      "4941    13.514989\n",
      "3477    16.697328\n",
      "3668    -4.629774\n",
      "748     14.961757\n",
      "404     14.736129\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3976     True\n",
      "3487     True\n",
      "874     False\n",
      "251      True\n",
      "4890     True\n",
      "        ...  \n",
      "4941     True\n",
      "3477     True\n",
      "3668    False\n",
      "748      True\n",
      "404      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1632 -0.524644 -0.862510 -0.580157 -1.053808  0.200246  0.556641 -0.024812   \n",
      "4060 -0.964986  0.407919  0.258072 -1.159195 -1.761281  1.666673 -1.036717   \n",
      "2344 -2.201682  1.859195 -0.131800 -0.269485  0.488620 -0.607436  1.181070   \n",
      "3242  0.638024 -0.138889 -0.078470 -3.215024  0.245837  0.497073  0.536908   \n",
      "4011 -0.922742  0.168425  0.804719 -0.019927 -0.807367  1.129311  0.300363   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2091 -2.316859  1.290145  1.297781 -1.559809 -0.314292  0.141806 -0.014175   \n",
      "939   0.907026  0.632891 -0.161494 -1.881228  0.453498  0.846232 -0.232727   \n",
      "7    -1.474035 -0.641326  0.837253 -0.949733 -1.525044  1.168553  2.501723   \n",
      "4632 -0.901455  2.521482  0.804106 -0.513843 -0.539656  1.128244  0.557064   \n",
      "3805 -1.602762 -0.979614  0.749646  0.229811  0.181139  0.136770  0.723409   \n",
      "\n",
      "            X1        X0  \n",
      "1632  0.200246 -0.024812  \n",
      "4060 -1.761281 -1.036717  \n",
      "2344  0.488620  1.181070  \n",
      "3242  0.245837  0.536908  \n",
      "4011 -0.807367  0.300363  \n",
      "...        ...       ...  \n",
      "2091 -0.314292 -0.014175  \n",
      "939   0.453498 -0.232727  \n",
      "7    -1.525044  2.501723  \n",
      "4632 -0.539656  0.557064  \n",
      "3805  0.181139  0.723409  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1632    -5.413464\n",
      "4060     3.294108\n",
      "2344    14.842264\n",
      "3242    -1.432265\n",
      "4011    13.372287\n",
      "          ...    \n",
      "2091     6.064881\n",
      "939      4.290759\n",
      "7       14.311028\n",
      "4632    16.136526\n",
      "3805    13.285873\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1632    False\n",
      "4060     True\n",
      "2344     True\n",
      "3242     True\n",
      "4011     True\n",
      "        ...  \n",
      "2091     True\n",
      "939      True\n",
      "7        True\n",
      "4632     True\n",
      "3805     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "441  -0.975320  0.818025 -0.017706 -0.033282 -0.127943  0.193709  0.357037   \n",
      "2046 -2.174372  0.145589  0.742305 -1.457218  0.764149  0.734465  1.554009   \n",
      "3761 -3.086942  2.053365  1.381374 -0.131145 -1.232300  1.060375 -1.135581   \n",
      "881   0.161098  1.886975  3.967208 -0.330137  0.174058 -0.083166  1.219088   \n",
      "3151 -0.709954  0.045028 -0.230484 -0.488877 -0.116380  0.313057  0.164118   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3015 -0.985393  1.627326 -0.046090  2.348845 -1.518436  1.504960  1.798718   \n",
      "4147 -1.723999 -0.623293  0.768270 -0.720598  0.744578  1.471865  2.486222   \n",
      "3579 -1.971683  0.677471 -0.301454 -3.117920  2.280695  2.425057  0.573560   \n",
      "847  -0.975888  0.277653  0.051288 -0.196646  0.762623  1.237725  1.010454   \n",
      "3326 -1.738385 -0.297667  0.107720  0.145703  2.005989  1.552648 -0.002288   \n",
      "\n",
      "            X1        X0  \n",
      "441  -0.127943  0.357037  \n",
      "2046  0.764149  1.554009  \n",
      "3761 -1.232300 -1.135581  \n",
      "881   0.174058  1.219088  \n",
      "3151 -0.116380  0.164118  \n",
      "...        ...       ...  \n",
      "3015 -1.518436  1.798718  \n",
      "4147  0.744578  2.486222  \n",
      "3579  2.280695  0.573560  \n",
      "847   0.762623  1.010454  \n",
      "3326  2.005989 -0.002288  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 441     12.552942\n",
      "2046    12.548586\n",
      "3761    10.699809\n",
      "881     19.762332\n",
      "3151     8.717340\n",
      "          ...    \n",
      "3015    30.287733\n",
      "4147    19.571558\n",
      "3579     7.925175\n",
      "847     17.115222\n",
      "3326    17.143204\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 441     True\n",
      "2046    True\n",
      "3761    True\n",
      "881     True\n",
      "3151    True\n",
      "        ... \n",
      "3015    True\n",
      "4147    True\n",
      "3579    True\n",
      "847     True\n",
      "3326    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "492  -2.063815 -1.258096  1.445746 -2.047073  0.915727  2.133472  0.997573   \n",
      "1073 -0.409833 -0.030934 -0.471050  0.774719  1.051927  1.504781  1.331285   \n",
      "1480 -2.087685  0.574241  0.849678  0.042297  0.833839  1.045423  0.598962   \n",
      "1277 -1.597789 -0.009903  0.830702 -0.726649  0.535572  2.616081  2.148645   \n",
      "4558 -1.919045 -1.300520  0.852593 -1.697928  0.799303 -1.086722 -0.923078   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3439  0.127824 -1.218153  0.825745 -0.137188  0.444217 -0.180170 -0.093249   \n",
      "170  -1.657570  0.135725  1.544577 -2.084320  0.970965 -0.755385  1.210681   \n",
      "4367 -1.068948  2.687850  0.837079 -0.208793  1.546601  1.591251 -0.670517   \n",
      "3054 -1.998025  3.186718  0.219192 -0.435781 -1.086468  0.448442  2.322451   \n",
      "709  -3.251857  1.470389  1.688419  0.512435  1.491247  1.668283  0.927940   \n",
      "\n",
      "            X1        X0  \n",
      "492   0.915727  0.997573  \n",
      "1073  1.051927  1.331285  \n",
      "1480  0.833839  0.598962  \n",
      "1277  0.535572  2.148645  \n",
      "4558  0.799303 -0.923078  \n",
      "...        ...       ...  \n",
      "3439  0.444217 -0.093249  \n",
      "170   0.970965  1.210681  \n",
      "4367  1.546601 -0.670517  \n",
      "3054 -1.086468  2.322451  \n",
      "709   1.491247  0.927940  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 492     10.096815\n",
      "1073    22.690438\n",
      "1480    17.752011\n",
      "1277    21.799711\n",
      "4558    -3.286867\n",
      "          ...    \n",
      "3439     8.312934\n",
      "170      6.187643\n",
      "4367    18.091998\n",
      "3054    20.364583\n",
      "709     25.758157\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 492     True\n",
      "1073    True\n",
      "1480    True\n",
      "1277    True\n",
      "4558    True\n",
      "        ... \n",
      "3439    True\n",
      "170     True\n",
      "4367    True\n",
      "3054    True\n",
      "709     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4621  0.951647  1.430263 -0.285566 -2.378418  0.221801  1.232837  2.086073   \n",
      "3289 -0.739264  1.231958  0.918422 -0.909102  0.173805  1.676097 -0.968724   \n",
      "2902 -1.629424  1.252466  0.392134 -0.612174  2.040811  0.673841  0.323249   \n",
      "1746 -1.443380 -0.696998  0.630221 -0.754359 -0.680289  1.316308  2.139423   \n",
      "4022 -1.429784 -0.357594  1.459032  0.664851 -0.251967 -0.131306  1.267110   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4223 -2.345722 -0.242526  0.925613  0.426315 -0.683072  1.090932  0.234142   \n",
      "1659  0.713245  0.465058 -0.733601 -0.948263 -0.588177  0.402019  0.081411   \n",
      "1420 -1.530929 -0.320113 -0.318401 -0.404876 -0.000856  1.568510  1.988193   \n",
      "4311 -1.771183  2.065318 -0.112189 -0.514253  1.785686  0.062299  0.068575   \n",
      "2849 -1.680247 -1.049909  2.313890 -1.975737 -0.750431 -0.298334  0.552671   \n",
      "\n",
      "            X1        X0  \n",
      "4621  0.221801  2.086073  \n",
      "3289  0.173805 -0.968724  \n",
      "2902  2.040811  0.323249  \n",
      "1746 -0.680289  2.139423  \n",
      "4022 -0.251967  1.267110  \n",
      "...        ...       ...  \n",
      "4223 -0.683072  0.234142  \n",
      "1659 -0.588177  0.081411  \n",
      "1420 -0.000856  1.988193  \n",
      "4311  1.785686  0.068575  \n",
      "2849 -0.750431  0.552671  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4621    11.537372\n",
      "3289     9.747434\n",
      "2902    15.508542\n",
      "1746    15.339087\n",
      "4022    17.467204\n",
      "          ...    \n",
      "4223    14.724569\n",
      "1659     5.983554\n",
      "1420    17.688685\n",
      "4311    13.978165\n",
      "2849     1.737136\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4621    True\n",
      "3289    True\n",
      "2902    True\n",
      "1746    True\n",
      "4022    True\n",
      "        ... \n",
      "4223    True\n",
      "1659    True\n",
      "1420    True\n",
      "4311    True\n",
      "2849    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4621  0.951647  1.430263 -0.285566 -2.378418  0.221801  1.232837  2.086073   \n",
      "4001 -0.277740  1.580101  2.329413 -0.306375  0.137563 -0.424248 -2.065750   \n",
      "2108 -2.301189 -0.091436  0.574280 -0.032773  1.356353  0.309141  2.494461   \n",
      "4540 -0.779460  0.552207 -0.503085 -1.808412  1.576844  1.080276  0.961644   \n",
      "1355 -1.191505 -0.285514  1.154455 -0.301373 -0.009926  0.788850  0.318941   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4951 -1.319071 -0.943828  0.032897 -1.603584  0.399411 -0.788396 -0.494013   \n",
      "3790 -0.594721  1.137403  1.211901 -0.315926  1.241951  1.534179  0.464710   \n",
      "2095 -0.849428  0.920208  0.020457 -0.570107  1.450576  0.829405 -0.096196   \n",
      "3436 -0.727989  0.820491  0.516929 -0.412809  0.540601  1.037504 -0.347853   \n",
      "4962 -0.506804  0.641379 -1.707050 -2.186314 -0.773930  0.927851 -0.878622   \n",
      "\n",
      "            X1        X0  \n",
      "4621  0.221801  2.086073  \n",
      "4001  0.137563 -2.065750  \n",
      "2108  1.356353  2.494461  \n",
      "4540  1.576844  0.961644  \n",
      "1355 -0.009926  0.318941  \n",
      "...        ...       ...  \n",
      "4951  0.399411 -0.494013  \n",
      "3790  1.241951  0.464710  \n",
      "2095  1.450576 -0.096196  \n",
      "3436  0.540601 -0.347853  \n",
      "4962 -0.773930 -0.878622  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4621    11.537372\n",
      "4001     5.766629\n",
      "2108    21.532981\n",
      "4540    10.466653\n",
      "1355    12.276136\n",
      "          ...    \n",
      "4951    -1.639690\n",
      "3790    18.763657\n",
      "2095    12.838593\n",
      "3436    12.099033\n",
      "4962    -8.454106\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4621     True\n",
      "4001     True\n",
      "2108     True\n",
      "4540     True\n",
      "1355     True\n",
      "        ...  \n",
      "4951     True\n",
      "3790     True\n",
      "2095     True\n",
      "3436     True\n",
      "4962    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3898 -1.062852  1.400708  1.631580 -1.404890  0.942978  0.032129  2.246840   \n",
      "1624 -2.049938  1.246033 -0.360856  1.557823  2.047534  2.649178 -0.405533   \n",
      "3331 -1.622576  1.121106 -0.383452 -0.106566 -0.346839  0.961100  0.846360   \n",
      "4267 -1.605726  1.855280 -0.332823 -0.831887  1.344183  0.578511  1.071348   \n",
      "1321 -0.042538  0.095573  0.419869 -1.809102  0.900502  2.663835  0.597747   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3570 -0.593609 -0.304107  1.556899  0.164710  0.442926  1.150123  0.527549   \n",
      "94    0.956712 -0.742455 -0.653535  1.757696  0.471757  0.521914  0.879583   \n",
      "4098 -0.914874  1.475825  0.682668  0.632654  0.921199  1.273396  1.272860   \n",
      "414   0.024842 -0.162919  1.660471 -0.112493  0.274043 -0.432465 -1.023788   \n",
      "4726 -1.280349 -0.186232  0.133303 -0.859608 -0.663037  2.444961  0.889059   \n",
      "\n",
      "            X1        X0  \n",
      "3898  0.942978  2.246840  \n",
      "1624  2.047534 -0.405533  \n",
      "3331 -0.346839  0.846360  \n",
      "4267  1.344183  1.071348  \n",
      "1321  0.900502  0.597747  \n",
      "...        ...       ...  \n",
      "3570  0.442926  0.527549  \n",
      "94    0.471757  0.879583  \n",
      "4098  0.921199  1.272860  \n",
      "414   0.274043 -1.023788  \n",
      "4726 -0.663037  0.889059  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3898    16.657432\n",
      "1624    26.748923\n",
      "3331    15.424039\n",
      "4267    15.897009\n",
      "1321    12.165332\n",
      "          ...    \n",
      "3570    17.072675\n",
      "94      21.064612\n",
      "4098    24.619503\n",
      "414      6.926381\n",
      "4726    13.665927\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3898    True\n",
      "1624    True\n",
      "3331    True\n",
      "4267    True\n",
      "1321    True\n",
      "        ... \n",
      "3570    True\n",
      "94      True\n",
      "4098    True\n",
      "414     True\n",
      "4726    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2788 -1.091680  0.125472  0.845454 -0.553232 -0.279534  3.040491  0.314292   \n",
      "1097  0.698749 -0.537010 -0.474324  0.860181  0.250701  0.475405  1.454530   \n",
      "2985  0.260895  2.737454 -0.717835 -0.829106  1.600325 -0.736444 -1.554493   \n",
      "2189  0.151243  0.381401  1.714943  0.046771  0.350335 -0.517936  1.513642   \n",
      "4134 -0.773397 -0.264084 -0.329729 -1.342231  0.737338  0.769123  0.301473   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1509  2.350878  1.263933 -0.248103 -0.082390  0.116408  1.520856  0.646486   \n",
      "2075 -0.168671  0.470998 -0.117412 -0.048302 -0.657521  1.656779  2.330351   \n",
      "287  -0.386574 -0.149000  0.013981 -1.838247  0.915933  0.452825 -0.481966   \n",
      "4343 -0.634448 -2.412212  0.971905 -1.215435  1.191568  0.829193  1.076710   \n",
      "339  -2.777297 -0.424081  1.133190 -1.394247  0.532964  0.751224 -0.864307   \n",
      "\n",
      "            X1        X0  \n",
      "2788 -0.279534  0.314292  \n",
      "1097  0.250701  1.454530  \n",
      "2985  1.600325 -1.554493  \n",
      "2189  0.350335  1.513642  \n",
      "4134  0.737338  0.301473  \n",
      "...        ...       ...  \n",
      "1509  0.116408  0.646486  \n",
      "2075 -0.657521  2.330351  \n",
      "287   0.915933 -0.481966  \n",
      "4343  1.191568  1.076710  \n",
      "339   0.532964 -0.864307  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2788    16.345126\n",
      "1097    18.989791\n",
      "2985    -1.926763\n",
      "2189    16.997943\n",
      "4134     7.174911\n",
      "          ...    \n",
      "1509    17.378999\n",
      "2075    21.096454\n",
      "287      2.392567\n",
      "4343     9.197052\n",
      "339      3.862536\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2788     True\n",
      "1097     True\n",
      "2985    False\n",
      "2189     True\n",
      "4134     True\n",
      "        ...  \n",
      "1509     True\n",
      "2075     True\n",
      "287      True\n",
      "4343     True\n",
      "339      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "517  -1.334291 -0.851835  0.399650 -1.498470  2.126670  0.837875  1.434409   \n",
      "1434  1.345112 -0.251964  0.000929  0.534266  0.466420 -0.234339 -0.751387   \n",
      "4315 -1.288057  1.057454  1.323221  0.088456  1.110226  2.855301 -0.038113   \n",
      "2589 -1.838564  0.995731  1.678342 -0.895306  0.438051  1.326173  1.031161   \n",
      "1065 -0.645380  2.451430  0.168513  0.542412  1.508539  0.396151  0.700168   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4628 -1.274284  0.269740  0.719430 -0.048431  0.585216  2.304001  0.534836   \n",
      "2901 -1.926218  1.917447  2.100833 -0.912670 -0.599240 -0.642956  0.505337   \n",
      "163  -0.948486  1.050332  2.125701 -0.732297  1.243595  0.968351  2.056789   \n",
      "4646 -1.851320 -2.951137  1.089399 -1.083644  1.809539  0.164985  0.391044   \n",
      "4853 -2.116154 -0.609546  0.878079 -0.489517  0.011363  1.733064  0.251333   \n",
      "\n",
      "            X1        X0  \n",
      "517   2.126670  1.434409  \n",
      "1434  0.466420 -0.751387  \n",
      "4315  1.110226 -0.038113  \n",
      "2589  0.438051  1.031161  \n",
      "1065  1.508539  0.700168  \n",
      "...        ...       ...  \n",
      "4628  0.585216  0.534836  \n",
      "2901 -0.599240  0.505337  \n",
      "163   1.243595  2.056789  \n",
      "4646  1.809539  0.391044  \n",
      "4853  0.011363  0.251333  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 517     12.473297\n",
      "1434     9.725999\n",
      "4315    21.810493\n",
      "2589    16.533112\n",
      "1065    22.179298\n",
      "          ...    \n",
      "4628    19.115180\n",
      "2901    10.261457\n",
      "163     21.738004\n",
      "4646    -8.068944\n",
      "4853    12.647951\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 517      True\n",
      "1434     True\n",
      "4315     True\n",
      "2589     True\n",
      "1065     True\n",
      "        ...  \n",
      "4628     True\n",
      "2901     True\n",
      "163      True\n",
      "4646    False\n",
      "4853     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1785 -0.164188 -0.695679  0.836653 -0.853510  0.275625 -1.100276  0.832951   \n",
      "779  -1.015304  0.929799  0.539312 -1.473693 -0.157084 -0.237090  1.094832   \n",
      "4658 -0.787493  1.564940 -0.556761 -0.958213  0.323966  1.255768  0.455059   \n",
      "4530 -1.287841  0.936565  2.579208 -0.125555  1.295636  0.825492 -0.546322   \n",
      "3085 -0.005654  1.812805 -0.435995  0.954285  1.286124  1.189980  2.528209   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2069 -1.497400  0.744622  1.001829 -0.298554  1.444011  0.328946  1.761148   \n",
      "1170 -0.358908  1.309770 -0.710920 -0.720036 -0.022639  0.431294 -0.123971   \n",
      "3479  0.186647  1.778321 -0.718941 -1.281572  1.549745  1.604307  0.435954   \n",
      "3513 -0.233033  1.553911 -0.554195  0.398342  2.271000  0.294246  1.463910   \n",
      "476  -0.197043 -1.018842  1.773887 -0.316639  0.527694  1.539424  0.201553   \n",
      "\n",
      "            X1        X0  \n",
      "1785  0.275625  0.832951  \n",
      "779  -0.157084  1.094832  \n",
      "4658  0.323966  0.455059  \n",
      "4530  1.295636 -0.546322  \n",
      "3085  1.286124  2.528209  \n",
      "...        ...       ...  \n",
      "2069  1.444011  1.761148  \n",
      "1170 -0.022639 -0.123971  \n",
      "3479  1.549745  0.435954  \n",
      "3513  2.271000  1.463910  \n",
      "476   0.527694  0.201553  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1785     6.562054\n",
      "779      8.201744\n",
      "4658    12.556036\n",
      "4530    15.742389\n",
      "3085    30.122375\n",
      "          ...    \n",
      "2069    19.839004\n",
      "1170    -0.925248\n",
      "3479    14.007445\n",
      "3513     4.352951\n",
      "476     13.974536\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1785     True\n",
      "779      True\n",
      "4658     True\n",
      "4530     True\n",
      "3085     True\n",
      "        ...  \n",
      "2069     True\n",
      "1170    False\n",
      "3479     True\n",
      "3513    False\n",
      "476      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2143 -0.550264 -1.005250  1.063381 -1.464652  1.564533  0.756207  0.706914   \n",
      "1434  1.345112 -0.251964  0.000929  0.534266  0.466420 -0.234339 -0.751387   \n",
      "2764  0.450248  1.117502  0.439134 -0.011050  1.260524  1.731260 -0.387035   \n",
      "1464  0.690879  0.208471 -2.105317 -0.273448 -1.750789  0.654906  1.136893   \n",
      "4254 -2.916928  0.441364 -0.543358 -1.357589  1.317139  1.691161  0.276001   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2780 -2.600777  1.773321  2.339200  0.096509  1.124423  2.300036  1.926172   \n",
      "3560 -1.048153  1.047672  1.453454  0.580792  1.538271  1.376370  1.018515   \n",
      "4016 -0.971961  0.946212  1.658391 -1.537060  0.934772 -0.253136  1.323543   \n",
      "2655 -0.523070  0.596565  1.387905 -1.637348  0.172862  1.701836  0.941381   \n",
      "1869 -2.302405  0.001705 -0.694778 -0.389816  2.908004  2.724129  0.553668   \n",
      "\n",
      "            X1        X0  \n",
      "2143  1.564533  0.706914  \n",
      "1434  0.466420 -0.751387  \n",
      "2764  1.260524 -0.387035  \n",
      "1464 -1.750789  1.136893  \n",
      "4254  1.317139  0.276001  \n",
      "...        ...       ...  \n",
      "2780  1.124423  1.926172  \n",
      "3560  1.538271  1.018515  \n",
      "4016  0.934772  1.323543  \n",
      "2655  0.172862  0.941381  \n",
      "1869  2.908004  0.553668  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2143     9.571449\n",
      "1434     9.725999\n",
      "2764    16.986805\n",
      "1464     9.513752\n",
      "4254    -2.071008\n",
      "          ...    \n",
      "2780    29.306279\n",
      "3560    24.898456\n",
      "4016    11.578829\n",
      "2655    12.428271\n",
      "1869    20.452334\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2143     True\n",
      "1434     True\n",
      "2764     True\n",
      "1464     True\n",
      "4254    False\n",
      "        ...  \n",
      "2780     True\n",
      "3560     True\n",
      "4016     True\n",
      "2655     True\n",
      "1869     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4220 -2.092304 -0.434596 -0.164025 -0.552646  0.939891  1.723490  1.797989   \n",
      "4322  0.369684 -0.245839  0.922898  0.660351  1.325365  2.491289  1.910167   \n",
      "1795  0.467184 -1.234724  0.728656  0.818305  0.747377  1.851791  0.395736   \n",
      "1584 -1.429295 -0.237098  1.257583 -1.458646  0.662744 -0.224381  2.150944   \n",
      "2128 -1.000939  1.093426 -0.221633 -0.373499  0.332370  2.531990  1.013014   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1828 -0.781328  1.259713 -0.031976  0.260415 -0.098973  0.089708  1.259613   \n",
      "4492 -0.985195  1.634254  0.965737 -0.796929 -0.216175 -0.251127 -0.533025   \n",
      "4734 -1.770155  1.272795  2.587512 -0.252070  0.879542  1.812056  0.819786   \n",
      "1184 -0.789297  0.401246  1.596014 -0.898340  0.724256  0.573474  0.645043   \n",
      "2618  0.727538  1.057759  0.494845 -1.144136 -0.014817  1.303232 -0.498842   \n",
      "\n",
      "            X1        X0  \n",
      "4220  0.939891  1.797989  \n",
      "4322  1.325365  1.910167  \n",
      "1795  0.747377  0.395736  \n",
      "1584  0.662744  2.150944  \n",
      "2128  0.332370  1.013014  \n",
      "...        ...       ...  \n",
      "1828 -0.098973  1.259613  \n",
      "4492 -0.216175 -0.533025  \n",
      "4734  0.879542  0.819786  \n",
      "1184  0.724256  0.645043  \n",
      "2618 -0.014817 -0.498842  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4220    18.232206\n",
      "4322    28.023396\n",
      "1795    19.431494\n",
      "1584    12.063598\n",
      "2128    19.725075\n",
      "          ...    \n",
      "1828    17.383255\n",
      "4492     7.221782\n",
      "4734    21.951636\n",
      "1184    12.900597\n",
      "2618     0.118286\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4220     True\n",
      "4322     True\n",
      "1795     True\n",
      "1584     True\n",
      "2128     True\n",
      "        ...  \n",
      "1828     True\n",
      "4492     True\n",
      "4734     True\n",
      "1184     True\n",
      "2618    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "88   -1.421478  1.359553  0.849525 -0.849189  0.316686  0.801941  1.039863   \n",
      "1404 -1.229530 -1.698578 -0.285446  0.601599  2.012495 -1.277790  0.672424   \n",
      "1787 -1.075441  0.055154  1.010206  0.937764  0.290842  2.624507  0.109526   \n",
      "3341 -1.199054  0.291911 -1.287363  0.336036  2.299911  0.279404  0.821446   \n",
      "1523 -1.131469 -0.339500  1.333612 -1.070920  0.921060  2.307042  0.196060   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "338  -1.087052  0.756951  1.923006  0.212313  0.292484 -0.089337  0.343034   \n",
      "4858 -0.740568 -0.465352  0.390113 -1.234098  1.646882  0.448052  0.095740   \n",
      "1048 -0.427514  0.661595  0.843583  0.142847 -0.317517  0.595758 -0.496566   \n",
      "126  -2.389543 -0.238346  0.864808  0.757666 -1.490885  0.132774  0.675101   \n",
      "3889 -2.935568  0.358775  0.281840 -1.350111 -0.505139  1.141226  0.209568   \n",
      "\n",
      "            X1        X0  \n",
      "88    0.316686  1.039863  \n",
      "1404  2.012495  0.672424  \n",
      "1787  0.290842  0.109526  \n",
      "3341  2.299911  0.821446  \n",
      "1523  0.921060  0.196060  \n",
      "...        ...       ...  \n",
      "338   0.292484  0.343034  \n",
      "4858  1.646882  0.095740  \n",
      "1048 -0.317517 -0.496566  \n",
      "126  -1.490885  0.675101  \n",
      "3889 -0.505139  0.209568  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 88      15.045413\n",
      "1404    12.169887\n",
      "1787    22.378933\n",
      "3341    17.713334\n",
      "1523    13.575080\n",
      "          ...    \n",
      "338     15.539602\n",
      "4858     8.086927\n",
      "1048    11.787100\n",
      "126     14.082615\n",
      "3889    -2.628521\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 88       True\n",
      "1404     True\n",
      "1787     True\n",
      "3341     True\n",
      "1523     True\n",
      "        ...  \n",
      "338      True\n",
      "4858     True\n",
      "1048     True\n",
      "126      True\n",
      "3889    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2018 -1.883625  1.165205  1.693149 -1.991882  1.823954  2.287557 -0.940376   \n",
      "4959 -0.346110  0.057231  1.487967 -0.488393  2.769464  1.204856  0.981995   \n",
      "698  -0.916490  0.946085 -0.272640 -0.232089  0.631007  0.238688 -0.335567   \n",
      "3228  0.335421  1.201742  0.499981 -1.441334 -0.001100 -0.575456  0.641777   \n",
      "1826 -0.834715  0.990522 -1.052879 -1.189109  0.961013  0.672311  1.512086   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2595 -2.481869 -0.150656  0.354246  0.867404 -0.361271  0.194268  1.171475   \n",
      "1280 -2.119181  0.077882 -1.611545 -0.499588  1.229137  2.894346  0.978797   \n",
      "3937 -0.790230 -1.143797  2.110588  0.026140  0.964296  0.598163  1.083167   \n",
      "2819 -0.435595  2.504718 -0.069729  0.330652 -1.263074  1.823600 -1.054834   \n",
      "675  -2.744283  0.551481 -0.352033 -1.842002 -0.540557  3.055300  1.337149   \n",
      "\n",
      "            X1        X0  \n",
      "2018  1.823954 -0.940376  \n",
      "4959  2.769464  0.981995  \n",
      "698   0.631007 -0.335567  \n",
      "3228 -0.001100  0.641777  \n",
      "1826  0.961013  1.512086  \n",
      "...        ...       ...  \n",
      "2595 -0.361271  1.171475  \n",
      "1280  1.229137  0.978797  \n",
      "3937  0.964296  1.083167  \n",
      "2819 -1.263074 -1.054834  \n",
      "675  -0.540557  1.337149  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2018     9.696754\n",
      "4959    20.009418\n",
      "698     10.552437\n",
      "3228     6.700186\n",
      "1826    -3.346281\n",
      "          ...    \n",
      "2595    17.821246\n",
      "1280    18.256147\n",
      "3937    17.096088\n",
      "2819    14.094282\n",
      "675     12.991543\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2018     True\n",
      "4959     True\n",
      "698      True\n",
      "3228     True\n",
      "1826    False\n",
      "        ...  \n",
      "2595     True\n",
      "1280     True\n",
      "3937     True\n",
      "2819     True\n",
      "675      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4549  0.141652  0.765167  0.288494 -1.407215 -0.226460  0.331153  1.111309   \n",
      "474  -0.700342  0.860513 -0.476235 -0.329525  1.136534  0.598102  1.377662   \n",
      "4921 -0.131948  0.642260 -0.101860 -0.180665  2.513844 -0.810117  0.817328   \n",
      "1864 -0.255432  0.812896  0.679967 -1.446108  0.971086  1.859721 -0.366954   \n",
      "1142 -1.580521  1.672390  1.006578  0.954671 -0.724221  0.035490  0.800175   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2442  0.988038  1.609960  0.975245  1.198791  1.470917  1.610201 -0.418846   \n",
      "3257 -2.344683  0.522923  0.855331 -0.138901  1.459640  1.668286  1.487399   \n",
      "1408 -1.742959 -1.846267 -0.277409 -2.424847 -0.421800  0.965933  0.171338   \n",
      "246  -1.577554 -1.671333  1.137660 -1.401358  1.009957  1.564594 -0.029017   \n",
      "3077 -1.902713 -0.090394 -1.985301 -0.273770  2.011596  1.200067  0.849907   \n",
      "\n",
      "            X1        X0  \n",
      "4549 -0.226460  1.111309  \n",
      "474   1.136534  1.377662  \n",
      "4921  2.513844  0.817328  \n",
      "1864  0.971086 -0.366954  \n",
      "1142 -0.724221  0.800175  \n",
      "...        ...       ...  \n",
      "2442  1.470917 -0.418846  \n",
      "3257  1.459640  1.487399  \n",
      "1408 -0.421800  0.171338  \n",
      "246   1.009957 -0.029017  \n",
      "3077  2.011596  0.849907  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4549     9.308782\n",
      "474      0.768333\n",
      "4921    14.930964\n",
      "1864    10.174885\n",
      "1142    19.573984\n",
      "          ...    \n",
      "2442    23.742872\n",
      "3257    22.316734\n",
      "1408    -2.018180\n",
      "246      7.396805\n",
      "3077    15.429770\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4549     True\n",
      "474     False\n",
      "4921     True\n",
      "1864     True\n",
      "1142     True\n",
      "        ...  \n",
      "2442     True\n",
      "3257     True\n",
      "1408     True\n",
      "246      True\n",
      "3077     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2940 -0.981435 -0.544942  0.391721 -1.481057  0.253241  1.289184  1.616697   \n",
      "1235 -0.910980  0.532937  1.141079  2.141832 -0.274089  1.512810  0.928818   \n",
      "128  -2.429553  1.042653  0.724250  1.206881 -0.735204 -0.607577  0.250603   \n",
      "4854  0.975457  0.942086 -0.097897 -0.431866  0.637027  1.222524  0.169926   \n",
      "1716 -1.301536  0.483301 -0.291666 -1.033476 -1.190235  1.827208 -0.123406   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2035 -0.906949  0.291606  2.333197  0.119417  1.092277  0.563093  1.094142   \n",
      "352   0.729747  0.994106 -0.029520 -0.842832 -0.835908 -0.218763  0.749531   \n",
      "2830  0.248171 -0.890437  1.401432 -0.249634 -0.740551  0.105443  0.871479   \n",
      "3189 -0.392229  0.715686  0.621244  0.648364  1.878624  2.442582 -1.514229   \n",
      "1034 -0.718322  1.006164 -1.365434  0.890496  1.232875 -0.333539  0.521171   \n",
      "\n",
      "            X1        X0  \n",
      "2940  0.253241  1.616697  \n",
      "1235 -0.274089  0.928818  \n",
      "128  -0.735204  0.250603  \n",
      "4854  0.637027  0.169926  \n",
      "1716 -1.190235 -0.123406  \n",
      "...        ...       ...  \n",
      "2035  1.092277  1.094142  \n",
      "352  -0.835908  0.749531  \n",
      "2830 -0.740551  0.871479  \n",
      "3189  1.878624 -1.514229  \n",
      "1034  1.232875  0.521171  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2940    11.749077\n",
      "1235    27.959434\n",
      "128     15.994006\n",
      "4854    13.943471\n",
      "1716     7.780969\n",
      "          ...    \n",
      "2035    20.157590\n",
      "352      8.432498\n",
      "2830    10.928577\n",
      "3189    18.366452\n",
      "1034    17.108709\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2940    True\n",
      "1235    True\n",
      "128     True\n",
      "4854    True\n",
      "1716    True\n",
      "        ... \n",
      "2035    True\n",
      "352     True\n",
      "2830    True\n",
      "3189    True\n",
      "1034    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "155  -2.498919  0.715049  1.120993 -1.656676 -0.132017  1.383819  0.054320   \n",
      "3841 -0.885194  0.267821  0.103960  2.016539  1.133839  0.058442 -0.300619   \n",
      "695  -1.699110  2.323989  0.807731 -0.271659 -0.211809 -0.744025 -1.558643   \n",
      "282   0.871163  0.616648  0.865420 -1.830599  0.579918 -0.150026  0.955376   \n",
      "3933 -1.666308 -0.374932  0.493734 -1.168545 -0.146610  0.969448  1.823256   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "57   -0.918154  1.221712  0.395360  0.102770  0.788344  0.788962 -0.614902   \n",
      "4140  0.629460  0.224077  0.253897 -1.621930  0.256264  0.550608 -0.289653   \n",
      "2226 -1.506402  0.834770 -0.603006  0.342063  1.598256 -0.515370  2.355702   \n",
      "4291 -1.615982  0.284031  2.505206 -0.895799  0.805299  1.755156  2.180307   \n",
      "1395 -0.868188 -1.939332  0.928955  0.699490  1.445084  0.957572 -1.081649   \n",
      "\n",
      "            X1        X0  \n",
      "155  -0.132017  0.054320  \n",
      "3841  1.133839 -0.300619  \n",
      "695  -0.211809 -1.558643  \n",
      "282   0.579918  0.955376  \n",
      "3933 -0.146610  1.823256  \n",
      "...        ...       ...  \n",
      "57    0.788344 -0.614902  \n",
      "4140  0.256264 -0.289653  \n",
      "2226  1.598256  2.355702  \n",
      "4291  0.805299  2.180307  \n",
      "1395  1.445084 -1.081649  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 155      7.982661\n",
      "3841    20.556867\n",
      "695      5.890952\n",
      "282      7.416075\n",
      "3933    12.808256\n",
      "          ...    \n",
      "57      13.829837\n",
      "4140     4.050896\n",
      "2226    21.460001\n",
      "4291    21.749374\n",
      "1395    11.984413\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 155     True\n",
      "3841    True\n",
      "695     True\n",
      "282     True\n",
      "3933    True\n",
      "        ... \n",
      "57      True\n",
      "4140    True\n",
      "2226    True\n",
      "4291    True\n",
      "1395    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3085 -0.005654  1.812805 -0.435995  0.954285  1.286124  1.189980  2.528209   \n",
      "2759 -1.026200 -0.215528  0.391663 -0.792943  1.645832 -0.414286 -0.400847   \n",
      "4024  0.173142 -0.532056  0.491867 -1.644717  1.879883  0.396960  0.069039   \n",
      "4532 -0.573635  1.233004 -0.483075  1.641731  0.221786  0.294098  1.863224   \n",
      "437  -1.618321  0.338021  1.433937 -0.128136  0.481914 -1.513175 -1.128207   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "939   0.907026  0.632891 -0.161494 -1.881228  0.453498  0.846232 -0.232727   \n",
      "694   0.810865  0.350087 -0.078867  0.257348 -0.337456 -1.384635 -0.687570   \n",
      "2460 -1.170449 -0.184316 -0.817805 -0.705571  1.269221  0.371101 -1.544990   \n",
      "1392 -0.403124 -0.108203  1.117630 -0.026926  1.024541  2.509280  1.423828   \n",
      "4497 -2.191410 -2.468294 -0.239642  0.182242  2.657301  0.911018  0.369690   \n",
      "\n",
      "            X1        X0  \n",
      "3085  1.286124  2.528209  \n",
      "2759  1.645832 -0.400847  \n",
      "4024  1.879883  0.069039  \n",
      "4532  0.221786  1.863224  \n",
      "437   0.481914 -1.128207  \n",
      "...        ...       ...  \n",
      "939   0.453498 -0.232727  \n",
      "694  -0.337456 -0.687570  \n",
      "2460  1.269221 -1.544990  \n",
      "1392  1.024541  1.423828  \n",
      "4497  2.657301  0.369690  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3085    30.122375\n",
      "2759     6.752305\n",
      "4024     6.404236\n",
      "4532    26.149121\n",
      "437      4.783744\n",
      "          ...    \n",
      "939      4.290759\n",
      "694      5.505000\n",
      "2460    -3.463668\n",
      "1392    23.232277\n",
      "4497    14.279432\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3085     True\n",
      "2759     True\n",
      "4024     True\n",
      "4532     True\n",
      "437      True\n",
      "        ...  \n",
      "939      True\n",
      "694      True\n",
      "2460    False\n",
      "1392     True\n",
      "4497     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4502 -2.159345  0.635707  1.235834 -0.147070  0.043301 -0.311556  0.675887   \n",
      "1381  0.778519 -0.585032 -0.078350 -0.791974  1.107784  1.437448  1.688673   \n",
      "4168 -0.918708  0.913193  2.933042  1.650127  0.389089  2.077525  2.768667   \n",
      "1975 -1.255570  0.286667 -0.078343 -0.832326  0.955812  2.082054  1.059049   \n",
      "2447 -1.288584  0.905534 -1.111605  1.360871  1.952147  1.070837 -0.300687   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2151 -1.412917  0.330241 -0.492434 -0.439229  0.670677  1.060179  0.121991   \n",
      "1708 -1.713333  1.547580 -1.967490  1.270389  1.469132 -0.560717  1.252982   \n",
      "3879 -0.743759  0.589683  1.265069 -2.355034  1.053651  1.166981  0.845195   \n",
      "3383  0.918783 -0.224107  2.079656 -0.094828 -0.647921  0.822391  0.126927   \n",
      "4917 -2.031168  0.623676  0.775759 -2.424515 -0.009583 -0.054077 -0.032372   \n",
      "\n",
      "            X1        X0  \n",
      "4502  0.043301  0.675887  \n",
      "1381  1.107784  1.688673  \n",
      "4168  0.389089  2.768667  \n",
      "1975  0.955812  1.059049  \n",
      "2447  1.952147 -0.300687  \n",
      "...        ...       ...  \n",
      "2151  0.670677  0.121991  \n",
      "1708  1.469132  1.252982  \n",
      "3879  1.053651  0.845195  \n",
      "3383 -0.647921  0.126927  \n",
      "4917 -0.009583 -0.032372  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4502    13.151640\n",
      "1381    16.303052\n",
      "4168    36.767733\n",
      "1975    16.609491\n",
      "2447    21.026607\n",
      "          ...    \n",
      "2151    11.991262\n",
      "1708    21.331282\n",
      "3879     8.882498\n",
      "3383    12.730324\n",
      "4917     0.538065\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4502    True\n",
      "1381    True\n",
      "4168    True\n",
      "1975    True\n",
      "2447    True\n",
      "        ... \n",
      "2151    True\n",
      "1708    True\n",
      "3879    True\n",
      "3383    True\n",
      "4917    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2387 -1.759390  0.889517  0.890812 -2.116857  0.069073  0.790915  0.981743   \n",
      "4835 -0.355494  0.742694  1.570247 -0.819291 -1.871933  2.094100  1.230200   \n",
      "2870 -0.737647  1.609413  0.934231 -0.725442 -0.494583  0.655502  1.452414   \n",
      "3586 -0.884427  1.338751 -0.172525 -0.844094  0.739286  0.681066  0.151223   \n",
      "4534 -0.516445 -1.313169  0.744265  0.256536  0.274435 -0.970120 -0.079651   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1898 -0.743011 -0.056265 -0.241718 -1.092368  0.909565  2.604632  1.033214   \n",
      "4489 -2.601486 -0.551629 -0.791716 -0.919604  1.397914  0.688334 -0.140303   \n",
      "2549  0.165657  0.751000  2.858566 -0.618160  1.344133  1.518047  0.292616   \n",
      "1771 -2.756428  1.227135  2.207242  0.309248  0.480228  1.503769  0.819806   \n",
      "397  -1.212363 -1.085274 -0.033439 -0.042273  2.093069  0.652051 -0.570993   \n",
      "\n",
      "            X1        X0  \n",
      "2387  0.069073  0.981743  \n",
      "4835 -1.871933  1.230200  \n",
      "2870 -0.494583  1.452414  \n",
      "3586  0.739286  0.151223  \n",
      "4534  0.274435 -0.079651  \n",
      "...        ...       ...  \n",
      "1898  0.909565  1.033214  \n",
      "4489  1.397914 -0.140303  \n",
      "2549  1.344133  0.292616  \n",
      "1771  0.480228  0.819806  \n",
      "397   2.093069 -0.570993  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2387     7.985236\n",
      "4835    15.205196\n",
      "2870    15.856580\n",
      "3586    -0.304262\n",
      "4534     7.740179\n",
      "          ...    \n",
      "1898    15.792252\n",
      "4489     7.484286\n",
      "2549    18.082264\n",
      "1771    22.632810\n",
      "397     10.991035\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2387     True\n",
      "4835     True\n",
      "2870     True\n",
      "3586    False\n",
      "4534     True\n",
      "        ...  \n",
      "1898     True\n",
      "4489     True\n",
      "2549     True\n",
      "1771     True\n",
      "397      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3137 -0.788331  1.280204 -0.395847 -1.708804  0.291856  0.097063  1.406169   \n",
      "1541 -1.617568  0.787766 -0.997160 -1.096119  1.723840  0.345214  0.268247   \n",
      "1894 -1.400787 -1.024286  0.148221  0.244640  0.344848  1.158952  0.625768   \n",
      "4658 -0.787493  1.564940 -0.556761 -0.958213  0.323966  1.255768  0.455059   \n",
      "1193  0.237978 -1.719832 -0.186213 -1.415411  0.968804  0.268190  0.966527   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2268 -0.690098  1.736921  0.620130  0.208586  0.425364 -0.068337  1.311717   \n",
      "4164 -0.261826 -1.070232 -2.381036 -0.897279  1.143676  3.009494  1.807221   \n",
      "1119 -0.630412  1.433860 -0.028449  0.680909  1.376310  1.070488  1.939326   \n",
      "4673 -1.645757  1.146417  2.202836 -0.839244  1.527366  0.353611  1.210699   \n",
      "4669  1.284869 -1.690423 -2.146934 -1.070147  0.055317  0.932795  1.590229   \n",
      "\n",
      "            X1        X0  \n",
      "3137  0.291856  1.406169  \n",
      "1541  1.723840  0.268247  \n",
      "1894  0.344848  0.625768  \n",
      "4658  0.323966  0.455059  \n",
      "1193  0.968804  0.966527  \n",
      "...        ...       ...  \n",
      "2268  0.425364  1.311717  \n",
      "4164  1.143676  1.807221  \n",
      "1119  1.376310  1.939326  \n",
      "4673  1.527366  1.210699  \n",
      "4669  0.055317  1.590229  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3137    -5.922975\n",
      "1541     9.679386\n",
      "1894    15.011099\n",
      "4658    12.556036\n",
      "1193     6.136582\n",
      "          ...    \n",
      "2268    19.232260\n",
      "4164    16.840511\n",
      "1119    26.540973\n",
      "4673    17.588857\n",
      "4669    -7.471338\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3137    False\n",
      "1541     True\n",
      "1894     True\n",
      "4658     True\n",
      "1193     True\n",
      "        ...  \n",
      "2268     True\n",
      "4164     True\n",
      "1119     True\n",
      "4673     True\n",
      "4669    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2577  0.342280  0.900719  0.915908  0.249932  1.516530  0.635044  1.900002   \n",
      "276   0.122657 -0.491412 -0.101047 -2.272495  1.539769  0.940704  0.703328   \n",
      "1220 -1.752089 -0.075056  1.804587 -0.048258  2.248092  0.852496  0.956805   \n",
      "2153 -0.414506  2.167187  1.149053 -0.152661  2.251670  0.386134  2.399718   \n",
      "1570 -0.088798 -0.866175  1.475569 -0.232952 -2.644539  2.223631  1.246519   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "479  -0.517298 -0.019467  0.237651 -0.273344  1.699860  2.216434 -0.250971   \n",
      "540  -1.251692 -1.101959  1.429394 -0.243851 -1.401871  0.786181  1.403218   \n",
      "1902 -1.001387  0.915665 -0.296792 -0.748884  1.356593  0.420431  0.829564   \n",
      "1484 -0.381255  0.670856  1.266652  1.969684  0.296093  1.056593 -0.439458   \n",
      "78    0.499589  0.331389  1.331576 -1.249240  0.376599  1.300229  1.221348   \n",
      "\n",
      "            X1        X0  \n",
      "2577  1.516530  1.900002  \n",
      "276   1.539769  0.703328  \n",
      "1220  2.248092  0.956805  \n",
      "2153  2.251670  2.399718  \n",
      "1570 -2.644539  1.246519  \n",
      "...        ...       ...  \n",
      "479   1.699860 -0.250971  \n",
      "540  -1.401871  1.403218  \n",
      "1902  1.356593  0.829564  \n",
      "1484  0.296093 -0.439458  \n",
      "78    0.376599  1.221348  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2577    23.805565\n",
      "276     -8.909786\n",
      "1220    20.320993\n",
      "2153    26.504606\n",
      "1570    14.334940\n",
      "          ...    \n",
      "479     16.104166\n",
      "540     12.965825\n",
      "1902    -1.286916\n",
      "1484    22.738358\n",
      "78      14.069394\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2577     True\n",
      "276     False\n",
      "1220     True\n",
      "2153     True\n",
      "1570     True\n",
      "        ...  \n",
      "479      True\n",
      "540      True\n",
      "1902    False\n",
      "1484     True\n",
      "78       True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3093  1.294475 -0.082303  1.355367 -0.245721  1.468250  1.059165 -0.172898   \n",
      "3336 -1.063980 -0.742154  1.952538 -1.014206  0.022142  2.034668 -0.093447   \n",
      "3181 -1.735578 -1.037610  0.908686 -0.986407  0.352021  0.330392  0.716773   \n",
      "2990 -0.037904 -0.271520  0.209727  0.977646  1.495245 -1.405626  2.722523   \n",
      "3345 -1.464695  1.012886 -0.539331  0.806984  2.251861  0.399150  0.582476   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2267  0.285656 -0.076546 -0.657411 -0.960398  1.592615  1.417714 -1.393661   \n",
      "2010 -1.112497  0.514173  1.645056 -0.403018  0.822288  0.289159  0.844891   \n",
      "922  -3.486039  0.303213 -0.688603 -2.888828  0.789253 -0.480046  0.933563   \n",
      "2507 -0.581104 -1.193828 -0.277648  0.531944  0.843127 -0.862732 -0.171368   \n",
      "3943  1.584851  0.740954 -0.163935 -0.940916 -0.027103  3.607118 -0.163517   \n",
      "\n",
      "            X1        X0  \n",
      "3093  1.468250 -0.172898  \n",
      "3336  0.022142 -0.093447  \n",
      "3181  0.352021  0.716773  \n",
      "2990  1.495245  2.722523  \n",
      "3345  2.251861  0.582476  \n",
      "...        ...       ...  \n",
      "2267  1.592615 -1.393661  \n",
      "2010  0.822288  0.844891  \n",
      "922   0.789253  0.933563  \n",
      "2507  0.843127 -0.171368  \n",
      "3943 -0.027103 -0.163517  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3093    14.482961\n",
      "3336    10.796774\n",
      "3181     8.554479\n",
      "2990    22.426111\n",
      "3345    21.159834\n",
      "          ...    \n",
      "2267     6.086193\n",
      "2010    15.509895\n",
      "922    -14.515450\n",
      "2507     8.930643\n",
      "3943    14.750096\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3093     True\n",
      "3336     True\n",
      "3181     True\n",
      "2990     True\n",
      "3345     True\n",
      "        ...  \n",
      "2267     True\n",
      "2010     True\n",
      "922     False\n",
      "2507     True\n",
      "3943     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1978 -1.266724  0.758227 -0.901737 -1.078176  1.889255  0.806552  1.063051   \n",
      "3139 -0.702334  0.454503  0.777151 -1.107109  1.457223 -1.020881  1.899756   \n",
      "4388 -1.704575  1.228901  1.403679  1.276659  1.593282 -0.167522  0.110188   \n",
      "2199  0.321665 -0.272523  0.143291 -0.078019 -0.863231 -0.628320  2.279289   \n",
      "3164 -0.593124  0.794401  0.966338 -0.002871  0.845209 -0.076477  0.475026   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "598  -1.057096  0.996348  0.001804 -0.481594  1.503933  1.387350 -0.514332   \n",
      "1227  0.162834  1.148902  0.810752 -0.811816 -0.554890  0.689842 -0.671902   \n",
      "3228  0.335421  1.201742  0.499981 -1.441334 -0.001100 -0.575456  0.641777   \n",
      "1632 -0.524644 -0.862510 -0.580157 -1.053808  0.200246  0.556641 -0.024812   \n",
      "1403 -0.088320 -0.170736 -0.457393  0.582859  0.312010  0.753812 -1.216552   \n",
      "\n",
      "            X1        X0  \n",
      "1978  1.889255  1.063051  \n",
      "3139  1.457223  1.899756  \n",
      "4388  1.593282  0.110188  \n",
      "2199 -0.863231  2.279289  \n",
      "3164  0.845209  0.475026  \n",
      "...        ...       ...  \n",
      "598   1.503933 -0.514332  \n",
      "1227 -0.554890 -0.671902  \n",
      "3228 -0.001100  0.641777  \n",
      "1632  0.200246 -0.024812  \n",
      "1403  0.312010 -1.216552  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1978    13.849324\n",
      "3139    12.805390\n",
      "4388    21.621883\n",
      "2199    14.176775\n",
      "3164    14.982135\n",
      "          ...    \n",
      "598     13.323268\n",
      "1227     7.456860\n",
      "3228     6.700186\n",
      "1632    -5.413464\n",
      "1403    10.077232\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1978     True\n",
      "3139     True\n",
      "4388     True\n",
      "2199     True\n",
      "3164     True\n",
      "        ...  \n",
      "598      True\n",
      "1227     True\n",
      "3228     True\n",
      "1632    False\n",
      "1403     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3870  0.413833 -0.486108  1.485988 -1.218992 -0.741177  0.213887 -1.112255   \n",
      "4931 -0.706095  2.896249  2.020346 -1.631743 -0.576681  0.575028  0.042779   \n",
      "2522  0.103014  0.181350  2.816447 -0.212969  2.044915  1.278526  0.874495   \n",
      "4783 -1.273816  1.092212  0.349064 -1.896359 -0.734046  1.149314  0.133949   \n",
      "4617 -0.659673  0.462879  0.647974  0.648310  1.465282  0.055788 -2.023420   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3828 -0.190409  0.679667 -0.957819 -0.441783  0.244561  1.643294  0.523270   \n",
      "3879 -0.743759  0.589683  1.265069 -2.355034  1.053651  1.166981  0.845195   \n",
      "4338 -0.003895 -0.217675  0.115716 -1.119818  0.683445  1.490373  1.161271   \n",
      "494   0.184226  0.766602  0.077494  0.286091 -0.854314  1.085119 -0.457552   \n",
      "714   1.554411  0.637197  1.913267 -1.511817  0.464550  1.721023  2.353735   \n",
      "\n",
      "            X1        X0  \n",
      "3870 -0.741177 -1.112255  \n",
      "4931 -0.576681  0.042779  \n",
      "2522  2.044915  0.874495  \n",
      "4783 -0.734046  0.133949  \n",
      "4617  1.465282 -2.023420  \n",
      "...        ...       ...  \n",
      "3828  0.244561  0.523270  \n",
      "3879  1.053651  0.845195  \n",
      "4338  0.683445  1.161271  \n",
      "494  -0.854314 -0.457552  \n",
      "714   0.464550  2.353735  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3870     0.861441\n",
      "4931     9.831209\n",
      "2522    21.473339\n",
      "4783     5.492033\n",
      "4617     9.987977\n",
      "          ...    \n",
      "3828    14.127792\n",
      "3879     8.882498\n",
      "4338    -1.755561\n",
      "494     12.240963\n",
      "714     18.942831\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3870     True\n",
      "4931     True\n",
      "2522     True\n",
      "4783     True\n",
      "4617     True\n",
      "        ...  \n",
      "3828     True\n",
      "3879     True\n",
      "4338    False\n",
      "494      True\n",
      "714      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3085 -0.005654  1.812805 -0.435995  0.954285  1.286124  1.189980  2.528209   \n",
      "1652  0.109572  0.183585 -0.189852 -1.073234  1.726269 -0.645148  0.042649   \n",
      "1252 -2.520481  0.378607  0.697417 -0.654159 -1.220468 -1.655401 -0.679883   \n",
      "4140  0.629460  0.224077  0.253897 -1.621930  0.256264  0.550608 -0.289653   \n",
      "3812 -0.108397 -0.654322 -0.709700  0.396961  1.532741  0.230619  1.492987   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1593  0.253945 -0.225822  1.459810 -0.363630  1.224576  1.746134  0.607355   \n",
      "2261 -2.825281  1.509301 -0.275134 -1.912478 -0.014552 -0.982049  1.033162   \n",
      "2824 -1.525386  0.409810  0.158886 -1.404811  0.548728  1.050049  0.221305   \n",
      "2263  0.158135 -0.123531 -1.586859 -2.179553  1.733594  1.070175  1.179806   \n",
      "1090 -1.197517 -0.200942  2.344200 -1.979906  0.028320  0.168922  0.029733   \n",
      "\n",
      "            X1        X0  \n",
      "3085  1.286124  2.528209  \n",
      "1652  1.726269  0.042649  \n",
      "1252 -1.220468 -0.679883  \n",
      "4140  0.256264 -0.289653  \n",
      "3812  1.532741  1.492987  \n",
      "...        ...       ...  \n",
      "1593  1.224576  0.607355  \n",
      "2261 -0.014552  1.033162  \n",
      "2824  0.548728  0.221305  \n",
      "2263  1.733594  1.179806  \n",
      "1090  0.028320  0.029733  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3085    30.122375\n",
      "1652    -6.268558\n",
      "1252     0.135927\n",
      "4140     4.050896\n",
      "3812    18.063393\n",
      "          ...    \n",
      "1593    17.658456\n",
      "2261     4.506908\n",
      "2824     8.531227\n",
      "2263     7.586082\n",
      "1090     3.688087\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3085     True\n",
      "1652    False\n",
      "1252     True\n",
      "4140     True\n",
      "3812     True\n",
      "        ...  \n",
      "1593     True\n",
      "2261     True\n",
      "2824     True\n",
      "2263     True\n",
      "1090     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2045  0.431047  0.490977 -1.438494  0.810257  0.328781  2.317679  0.238931   \n",
      "1298 -0.513883  1.319263  0.660050 -1.627446  0.138872  1.072584  1.363678   \n",
      "1568 -2.695614  0.561719 -0.666820 -0.207603  2.319700  0.156387  0.126437   \n",
      "1606 -0.484601 -0.336661 -0.723140 -0.272069 -1.204712 -0.536414  1.756976   \n",
      "4925 -1.539257  0.434641 -0.666885  0.037054  0.291766  0.426740  0.050842   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "853  -0.531562 -0.271338  0.214426 -0.258981 -0.543471 -2.446734  0.143873   \n",
      "1693 -1.895309 -0.059343  2.344837  0.601238 -1.085638  0.487184  1.888390   \n",
      "1770 -1.290892 -0.891910  1.508981 -0.219135  1.321006  2.338895 -0.108801   \n",
      "1855 -0.331569  0.654748  0.385480 -1.235495  2.749059  2.024703  0.552547   \n",
      "4025 -2.197714 -0.580897  1.931687  1.372441  1.857175 -0.289389  1.450360   \n",
      "\n",
      "            X1        X0  \n",
      "2045  0.328781  0.238931  \n",
      "1298  0.138872  1.363678  \n",
      "1568  2.319700  0.126437  \n",
      "1606 -1.204712  1.756976  \n",
      "4925  0.291766  0.050842  \n",
      "...        ...       ...  \n",
      "853  -0.543471  0.143873  \n",
      "1693 -1.085638  1.888390  \n",
      "1770  1.321006 -0.108801  \n",
      "1855  2.749059  0.552547  \n",
      "4025  1.857175  1.450360  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2045    19.798038\n",
      "1298    12.746055\n",
      "1568    -0.458393\n",
      "1606    10.217061\n",
      "4925    11.778482\n",
      "          ...    \n",
      "853      2.444720\n",
      "1693    20.772751\n",
      "1770    16.428551\n",
      "1855    16.882439\n",
      "4025    24.380772\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2045     True\n",
      "1298     True\n",
      "1568    False\n",
      "1606     True\n",
      "4925     True\n",
      "        ...  \n",
      "853      True\n",
      "1693     True\n",
      "1770     True\n",
      "1855     True\n",
      "4025     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4046 -0.944824  0.719788  2.336648  0.664799 -0.324598  0.704245  0.933519   \n",
      "328  -1.093731  0.579273 -0.055437 -1.774732  1.224172  2.267691  0.209923   \n",
      "1786  0.023556  2.265157 -0.605462 -1.286855  2.834414  0.304601 -2.242270   \n",
      "1306  0.311071 -0.821907  0.319573 -1.514432  1.031942  1.756792  0.145243   \n",
      "1066 -1.223434 -0.210455  0.492031 -0.374314  1.982320  2.076576 -0.015324   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "828  -0.690104 -1.812831  0.909969 -0.446537  0.597092  1.300405 -0.971527   \n",
      "3912 -2.278351 -0.400017 -0.463001 -0.636868 -0.045102  0.563915  1.126674   \n",
      "4037  0.295073 -0.148098  0.206806  0.117770  1.801961  1.050478  0.073751   \n",
      "4796  0.491236 -0.491453 -0.721991 -1.527430 -0.138944  0.807899  1.574696   \n",
      "2345 -0.926622  0.498280  0.507793 -0.730725  1.657049  1.207672  0.020260   \n",
      "\n",
      "            X1        X0  \n",
      "4046 -0.324598  0.933519  \n",
      "328   1.224172  0.209923  \n",
      "1786  2.834414 -2.242270  \n",
      "1306  1.031942  0.145243  \n",
      "1066  1.982320 -0.015324  \n",
      "...        ...       ...  \n",
      "828   0.597092 -0.971527  \n",
      "3912 -0.045102  1.126674  \n",
      "4037  1.801961  0.073751  \n",
      "4796 -0.138944  1.574696  \n",
      "2345  1.657049  0.020260  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4046    20.826226\n",
      "328     10.850798\n",
      "1786    -2.134789\n",
      "1306     8.502691\n",
      "1066    16.498643\n",
      "          ...    \n",
      "828      6.825138\n",
      "3912    10.994683\n",
      "4037    16.152095\n",
      "4796     8.560018\n",
      "2345    13.565910\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4046     True\n",
      "328      True\n",
      "1786    False\n",
      "1306     True\n",
      "1066     True\n",
      "        ...  \n",
      "828      True\n",
      "3912     True\n",
      "4037     True\n",
      "4796     True\n",
      "2345     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2641 -0.201259 -0.327232  0.746696 -0.146270 -1.370295  2.352684  1.487551   \n",
      "4653 -1.053979  0.084907  0.715129 -0.878206 -0.600986  1.998331  0.631937   \n",
      "395  -0.321183 -0.472414  0.844848  0.918256  0.829416  2.679110  0.950995   \n",
      "2293 -1.025368  0.007903  1.037544 -0.002388 -1.123988  0.625416  0.582341   \n",
      "3286 -1.049390  1.916192  0.489582  0.123572  0.207170  0.260388  1.219458   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1138 -0.661606  1.279293  0.420324 -3.020371  1.333516  1.718740 -0.112463   \n",
      "496  -0.679497  1.760528  2.603421 -0.858964  1.281742  1.154321  0.138738   \n",
      "3161 -2.546715  0.448042  1.279101 -0.063299 -0.009712  1.836064  0.705815   \n",
      "4302 -2.166704  1.720383  0.027015 -0.257140  0.383192  2.138664  0.665571   \n",
      "3944 -0.601237  0.196397 -1.073472 -3.033611  0.243129 -0.371437  2.042047   \n",
      "\n",
      "            X1        X0  \n",
      "2641 -1.370295  1.487551  \n",
      "4653 -0.600986  0.631937  \n",
      "395   0.829416  0.950995  \n",
      "2293 -1.123988  0.582341  \n",
      "3286  0.207170  1.219458  \n",
      "...        ...       ...  \n",
      "1138  1.333516 -0.112463  \n",
      "496   1.281742  0.138738  \n",
      "3161 -0.009712  0.705815  \n",
      "4302  0.383192  0.665571  \n",
      "3944  0.243129  2.042047  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2641    17.995830\n",
      "4653    12.774998\n",
      "395     25.127363\n",
      "2293    12.698901\n",
      "3286    19.121906\n",
      "          ...    \n",
      "1138     4.601984\n",
      "496     16.830485\n",
      "3161    18.386731\n",
      "4302    19.446481\n",
      "3944   -15.396420\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2641     True\n",
      "4653     True\n",
      "395      True\n",
      "2293     True\n",
      "3286     True\n",
      "        ...  \n",
      "1138     True\n",
      "496      True\n",
      "3161     True\n",
      "4302     True\n",
      "3944    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "395  -0.321183 -0.472414  0.844848  0.918256  0.829416  2.679110  0.950995   \n",
      "842   0.123971  0.821963  0.493846 -2.621674  1.665237  0.558461  1.001625   \n",
      "1876 -2.305655 -0.508338  1.467467 -0.158570 -0.746051  0.224523  0.213646   \n",
      "1685 -0.049143 -0.856002 -0.324780 -0.415020  0.927463  1.513595 -1.221062   \n",
      "2807 -1.207338 -0.865641  0.495989 -0.928668  0.370139 -0.180581  0.439676   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4079 -0.545752 -0.533411 -0.322547 -1.217207  0.289481  1.361618 -0.343992   \n",
      "3719 -1.223053 -0.093024  0.229546 -0.013655  0.586694  1.582263 -0.047067   \n",
      "840  -0.712526 -0.984955  0.582083  0.902857  0.719816  2.421517 -0.251479   \n",
      "577  -1.497108 -2.294214  0.348742  0.071734 -0.276621  2.108666  1.536634   \n",
      "111   0.864230  0.622671 -0.194265 -0.557257  0.910466  1.072283  1.351637   \n",
      "\n",
      "            X1        X0  \n",
      "395   0.829416  0.950995  \n",
      "842   1.665237  1.001625  \n",
      "1876 -0.746051  0.213646  \n",
      "1685  0.927463 -1.221062  \n",
      "2807  0.370139  0.439676  \n",
      "...        ...       ...  \n",
      "4079  0.289481 -0.343992  \n",
      "3719  0.586694 -0.047067  \n",
      "840   0.719816 -0.251479  \n",
      "577  -0.276621  1.536634  \n",
      "111   0.910466  1.351637  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 395     25.127363\n",
      "842      7.303875\n",
      "1876    10.020917\n",
      "1685     7.398607\n",
      "2807     6.554018\n",
      "          ...    \n",
      "4079    -3.453545\n",
      "3719    14.537393\n",
      "840     19.145420\n",
      "577     16.765090\n",
      "111     16.839818\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 395      True\n",
      "842      True\n",
      "1876     True\n",
      "1685     True\n",
      "2807     True\n",
      "        ...  \n",
      "4079    False\n",
      "3719     True\n",
      "840      True\n",
      "577      True\n",
      "111      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1808 -0.461506  1.397754  0.299677 -1.076596  0.770312  0.526707 -0.569916   \n",
      "3200 -0.230450 -0.515309  1.311782 -1.908687 -0.156181  0.727232  1.192052   \n",
      "4494 -1.319194  0.575808  0.294634 -0.371080  1.495959 -0.408071 -0.166173   \n",
      "3037 -0.315403  0.480100  0.119385 -0.749353  1.104284 -0.582489  0.207040   \n",
      "899  -0.924950 -0.495030  1.129467  0.518570  1.564369  0.571871  0.258858   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2745  0.090985  0.808170  0.902777 -1.257016  0.310144 -0.559588  0.110723   \n",
      "221  -1.056801  0.648457 -0.228532  0.134143  2.061310 -0.119324 -1.687913   \n",
      "4213  0.188822  0.714340 -0.209722 -0.883169  0.697597  0.917458  0.744893   \n",
      "3330 -0.419372  1.206051  0.172915 -0.065053  0.177860  0.828720  0.584353   \n",
      "3395 -0.888223  0.705285  0.178004  1.844219 -0.829479  1.917474 -0.709301   \n",
      "\n",
      "            X1        X0  \n",
      "1808  0.770312 -0.569916  \n",
      "3200 -0.156181  1.192052  \n",
      "4494  1.495959 -0.166173  \n",
      "3037  1.104284  0.207040  \n",
      "899   1.564369  0.258858  \n",
      "...        ...       ...  \n",
      "2745  0.310144  0.110723  \n",
      "221   2.061310 -1.687913  \n",
      "4213  0.697597  0.744893  \n",
      "3330  0.177860  0.584353  \n",
      "3395 -0.829479 -0.709301  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1808     8.190084\n",
      "3200     7.392750\n",
      "4494    10.380858\n",
      "3037     8.546584\n",
      "899     17.447619\n",
      "          ...    \n",
      "2745     6.065278\n",
      "221      8.676631\n",
      "4213    12.719412\n",
      "3330    15.983255\n",
      "3395    20.435300\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1808    True\n",
      "3200    True\n",
      "4494    True\n",
      "3037    True\n",
      "899     True\n",
      "        ... \n",
      "2745    True\n",
      "221     True\n",
      "4213    True\n",
      "3330    True\n",
      "3395    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4108 -0.598099 -0.999251 -0.580376 -0.039235 -0.009076  1.729403  1.359214   \n",
      "2718 -1.777850  0.543493 -0.256403  0.593376 -0.271504  1.934273  0.412732   \n",
      "4873 -1.068599  2.675990  1.459087  2.483059  0.714448 -0.056205 -0.360803   \n",
      "3620 -1.970478  1.500973  0.111550 -0.633167  0.651412  1.330056  0.361380   \n",
      "683   0.467665  1.066523  1.498822  0.233287 -0.305586  0.990838 -0.694096   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "570  -1.114430 -0.177327  0.799921 -0.455094  2.411951 -0.154293  1.076453   \n",
      "649  -2.031875  0.222033 -0.104489  0.248765  0.224441  1.151995  0.673988   \n",
      "398  -1.424380  1.653741  0.605174 -2.213661 -0.193818  0.750503 -0.859600   \n",
      "3960 -1.241481  0.097855  0.794098 -0.780291  0.430674 -1.360586  0.556781   \n",
      "51   -1.014431  0.682430 -0.998556 -0.154559  1.572762  1.300785  2.102991   \n",
      "\n",
      "            X1        X0  \n",
      "4108 -0.009076  1.359214  \n",
      "2718 -0.271504  0.412732  \n",
      "4873  0.714448 -0.360803  \n",
      "3620  0.651412  0.361380  \n",
      "683  -0.305586 -0.694096  \n",
      "...        ...       ...  \n",
      "570   2.411951  1.076453  \n",
      "649   0.224441  0.673988  \n",
      "398  -0.193818 -0.859600  \n",
      "3960  0.430674  0.556781  \n",
      "51    1.572762  2.102991  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4108    16.287098\n",
      "2718    18.743733\n",
      "4873    26.697555\n",
      "3620    14.979323\n",
      "683     13.811651\n",
      "          ...    \n",
      "570     15.553179\n",
      "649     16.679936\n",
      "398      1.769922\n",
      "3960     6.752502\n",
      "51      21.974904\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4108    True\n",
      "2718    True\n",
      "4873    True\n",
      "3620    True\n",
      "683     True\n",
      "        ... \n",
      "570     True\n",
      "649     True\n",
      "398     True\n",
      "3960    True\n",
      "51      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1165 -1.701099  2.603807 -0.389003 -2.198253 -0.221246  1.782811  1.717910   \n",
      "4891 -1.530581  1.295242  1.316111 -0.831091  1.646632  1.923482 -0.605075   \n",
      "853  -0.531562 -0.271338  0.214426 -0.258981 -0.543471 -2.446734  0.143873   \n",
      "1084  0.091208  1.277827  0.054112  0.449485  1.082089  0.653078  1.189343   \n",
      "4915 -0.999589  0.702309  0.857077  1.979744  1.368920  1.171676  0.051515   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "778   0.915067  0.948617 -0.179446  0.772394  1.449585  2.336403  2.241945   \n",
      "1429 -0.516623  0.516692 -0.509419 -1.286621  0.428428  0.170033  1.123793   \n",
      "4194 -1.004097  1.079767  0.797494  0.049479  0.012778  0.832616  1.355447   \n",
      "2628 -1.088276  0.204447  1.927860  0.138601  2.165413  0.411538  1.666925   \n",
      "3216 -2.601331  2.042614 -0.042608  0.820038  0.308744  1.397518  2.379664   \n",
      "\n",
      "            X1        X0  \n",
      "1165 -0.221246  1.717910  \n",
      "4891  1.646632 -0.605075  \n",
      "853  -0.543471  0.143873  \n",
      "1084  1.082089  1.189343  \n",
      "4915  1.368920  0.051515  \n",
      "...        ...       ...  \n",
      "778   1.449585  2.241945  \n",
      "1429  0.428428  1.123793  \n",
      "4194  0.012778  1.355447  \n",
      "2628  2.165413  1.666925  \n",
      "3216  0.308744  2.379664  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1165    13.377775\n",
      "4891    14.738475\n",
      "853      2.444720\n",
      "1084    21.379884\n",
      "4915    26.043303\n",
      "          ...    \n",
      "778     30.217141\n",
      "1429    -5.151416\n",
      "4194    19.281474\n",
      "2628    22.967075\n",
      "3216    28.615269\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1165     True\n",
      "4891     True\n",
      "853      True\n",
      "1084     True\n",
      "4915     True\n",
      "        ...  \n",
      "778      True\n",
      "1429    False\n",
      "4194     True\n",
      "2628     True\n",
      "3216     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2498 -1.179844  0.326862 -1.316811 -0.028798 -0.249098  0.124606  2.212155   \n",
      "3583 -3.029208 -0.023772 -0.446270 -1.453700  0.827568  3.313258  0.961957   \n",
      "927  -2.109240 -0.386723 -0.980030  0.565227  1.106851  1.932843  0.489406   \n",
      "1675 -1.020362 -0.460659 -0.008490 -0.696669 -0.000787 -0.620076  2.383442   \n",
      "4119  0.048714 -2.131216  0.069807  0.297385  0.787994  2.189438  2.124007   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3792  0.209563  0.732394 -1.356158  0.072536 -0.856850  0.146764  0.012139   \n",
      "833  -0.251478  0.547538 -0.276680  0.096631  0.915633  0.703650  0.748523   \n",
      "3410 -0.566294  1.826877  0.507912 -0.471983 -0.445783  1.522280 -0.472476   \n",
      "2508 -1.179393  2.153150 -0.137020 -1.391246  0.784122  0.428609  0.418891   \n",
      "1184 -0.789297  0.401246  1.596014 -0.898340  0.724256  0.573474  0.645043   \n",
      "\n",
      "            X1        X0  \n",
      "2498 -0.249098  2.212155  \n",
      "3583  0.827568  0.961957  \n",
      "927   1.106851  0.489406  \n",
      "1675 -0.000787  2.383442  \n",
      "4119  0.787994  2.124007  \n",
      "...        ...       ...  \n",
      "3792 -0.856850  0.012139  \n",
      "833   0.915633  0.748523  \n",
      "3410 -0.445783 -0.472476  \n",
      "2508  0.784122  0.418891  \n",
      "1184  0.724256  0.645043  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2498    16.313187\n",
      "3583    15.273146\n",
      "927     18.852765\n",
      "1675    12.643498\n",
      "4119    21.665918\n",
      "          ...    \n",
      "3792     9.105783\n",
      "833     16.660314\n",
      "3410    12.568318\n",
      "2508    10.589480\n",
      "1184    12.900597\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2498    True\n",
      "3583    True\n",
      "927     True\n",
      "1675    True\n",
      "4119    True\n",
      "        ... \n",
      "3792    True\n",
      "833     True\n",
      "3410    True\n",
      "2508    True\n",
      "1184    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "378  -0.441080  1.025843  1.284898  0.525082  0.856179  0.224428 -0.045917   \n",
      "2815 -1.960837  1.863253  0.519135 -2.500073  2.422893  1.748698  1.399162   \n",
      "2160 -2.333789  1.876861  0.830543 -1.888091 -0.145321  1.329278  0.364313   \n",
      "45   -0.781488 -0.492522 -0.797392  0.239425  1.339620 -0.024320  0.964162   \n",
      "2374 -0.969599  1.521388 -0.516503 -2.143525 -0.089384  0.263852  1.079249   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2696 -1.407403  0.288837  0.505253 -1.327244  0.524451  2.218401  0.425024   \n",
      "3439  0.127824 -1.218153  0.825745 -0.137188  0.444217 -0.180170 -0.093249   \n",
      "3091 -1.029392 -0.961867  0.169196 -0.736896 -0.243067  0.493133  0.189902   \n",
      "538   0.461437 -0.487910  0.184553 -0.072328  0.906381  0.624611 -1.208062   \n",
      "645  -1.096309  0.072184  0.693370 -0.174055 -0.626353 -0.027002  0.332940   \n",
      "\n",
      "            X1        X0  \n",
      "378   0.856179 -0.045917  \n",
      "2815  2.422893  1.399162  \n",
      "2160 -0.145321  0.364313  \n",
      "45    1.339620  0.964162  \n",
      "2374 -0.089384  1.079249  \n",
      "...        ...       ...  \n",
      "2696  0.524451  0.425024  \n",
      "3439  0.444217 -0.093249  \n",
      "3091 -0.243067  0.189902  \n",
      "538   0.906381 -1.208062  \n",
      "645  -0.626353  0.332940  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 378     17.057572\n",
      "2815    14.844206\n",
      "2160     9.369314\n",
      "45      14.791325\n",
      "2374    -7.233881\n",
      "          ...    \n",
      "2696    12.476785\n",
      "3439     8.312934\n",
      "3091     6.726781\n",
      "538      7.986285\n",
      "645     10.065082\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 378      True\n",
      "2815     True\n",
      "2160     True\n",
      "45       True\n",
      "2374    False\n",
      "        ...  \n",
      "2696     True\n",
      "3439     True\n",
      "3091     True\n",
      "538      True\n",
      "645      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2571  0.209881 -0.621004  1.509739 -0.399844  0.363516  1.795509  2.005567   \n",
      "487  -2.015060  0.186478 -1.548346 -0.551409 -0.131110 -0.542634  0.128213   \n",
      "2677 -0.403714  2.824382  0.378811 -0.531381  1.588165  1.993495 -0.520087   \n",
      "2295 -0.246312  0.130358  0.187909  0.759688 -0.131297  1.465277  0.872914   \n",
      "3785 -1.868593 -0.119272 -0.746255  0.121796 -0.974994  2.456253  0.464774   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1422  0.519020 -0.305681  2.133606  1.143892  0.323256  1.735394  0.229242   \n",
      "4540 -0.779460  0.552207 -0.503085 -1.808412  1.576844  1.080276  0.961644   \n",
      "2815 -1.960837  1.863253  0.519135 -2.500073  2.422893  1.748698  1.399162   \n",
      "2026 -0.663613 -0.112036  0.785838 -0.721470 -0.673329  1.338200  1.025117   \n",
      "4886 -1.293177 -1.161174 -0.634401 -0.652145  0.610270  0.479304  0.488959   \n",
      "\n",
      "            X1        X0  \n",
      "2571  0.363516  2.005567  \n",
      "487  -0.131110  0.128213  \n",
      "2677  1.588165 -0.520087  \n",
      "2295 -0.131297  0.872914  \n",
      "3785 -0.974994  0.464774  \n",
      "...        ...       ...  \n",
      "1422  0.323256  0.229242  \n",
      "4540  1.576844  0.961644  \n",
      "2815  2.422893  1.399162  \n",
      "2026 -0.673329  1.025117  \n",
      "4886  0.610270  0.488959  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2571    20.397354\n",
      "487     -5.147515\n",
      "2677    17.928346\n",
      "2295    20.035018\n",
      "3785    15.365735\n",
      "          ...    \n",
      "1422    22.307252\n",
      "4540    10.466653\n",
      "2815    14.844206\n",
      "2026    12.913206\n",
      "4886     8.290173\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2571     True\n",
      "487     False\n",
      "2677     True\n",
      "2295     True\n",
      "3785     True\n",
      "        ...  \n",
      "1422     True\n",
      "4540     True\n",
      "2815     True\n",
      "2026     True\n",
      "4886     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1736 -1.297374  0.013018 -0.333966  0.356702 -1.496102 -1.544100 -0.382569   \n",
      "4901 -0.003484  2.107319  0.251396 -0.680805  0.706368  0.620116  0.261663   \n",
      "580  -1.294667  0.640625  0.247493 -1.792177  0.689550 -0.231174  1.532517   \n",
      "756  -3.034650  1.008122  1.272052  0.193851  0.807325 -0.486494 -1.343529   \n",
      "3832  0.909115 -0.492161 -0.289752 -0.971908  2.344850  1.020334  0.108464   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1377 -1.758506 -0.526108  0.586475  1.155557  0.948962  2.147448 -0.394310   \n",
      "2776 -2.484038 -0.028986 -0.038792 -0.512184  1.239340  0.039068  0.913058   \n",
      "4905 -1.523216  1.114791  0.361242 -0.347561  1.272001  0.347454  0.141583   \n",
      "3136 -1.475349  1.171564  0.465982 -1.014645  1.528257 -1.088500  0.259186   \n",
      "959  -1.223205 -0.032378  1.248869  1.756434  0.573651  1.817283 -1.086482   \n",
      "\n",
      "            X1        X0  \n",
      "1736 -1.496102 -0.382569  \n",
      "4901  0.706368  0.261663  \n",
      "580   0.689550  1.532517  \n",
      "756   0.807325 -1.343529  \n",
      "3832  2.344850  0.108464  \n",
      "...        ...       ...  \n",
      "1377  0.948962 -0.394310  \n",
      "2776  1.239340  0.913058  \n",
      "4905  1.272001  0.141583  \n",
      "3136  1.528257  0.259186  \n",
      "959   0.573651 -1.086482  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1736    -2.400990\n",
      "4901    13.985155\n",
      "580      8.849715\n",
      "756      9.325640\n",
      "3832    -3.022094\n",
      "          ...    \n",
      "1377    20.227684\n",
      "2776    -2.380961\n",
      "4905    13.852722\n",
      "3136     8.423383\n",
      "959     20.728603\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1736    False\n",
      "4901     True\n",
      "580      True\n",
      "756      True\n",
      "3832    False\n",
      "        ...  \n",
      "1377     True\n",
      "2776    False\n",
      "4905     True\n",
      "3136     True\n",
      "959      True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "732  -1.834981  3.017465  0.398106 -3.066138  2.021145  0.561132 -0.121697   \n",
      "2389 -0.676524  1.376752 -1.879481 -0.487119  2.065183  0.269437  1.224356   \n",
      "3975 -1.522923  0.798500 -0.097800  0.689127  0.885048 -0.654502  0.754634   \n",
      "2265 -1.411020  1.935396  2.287154 -0.612927  1.257978  1.983080  0.259276   \n",
      "1284  0.107642  0.715044  0.575889 -0.515721  2.600161  0.216351  1.378005   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2191 -0.302833  0.933325  0.628078 -2.277404 -0.554456  1.240081  1.643943   \n",
      "2358 -1.794216  0.097055  1.379307  0.502807  0.867764  0.762790  1.253648   \n",
      "2769 -0.176314 -0.220601 -0.213844  1.073448  2.450084  1.001304  0.398917   \n",
      "4491  0.232421  1.982082  0.389308 -2.494405  1.513594  2.293853 -0.103939   \n",
      "2778 -1.164750 -0.026309  0.084163 -0.121981  0.536750 -0.230499 -2.310543   \n",
      "\n",
      "            X1        X0  \n",
      "732   2.021145 -0.121697  \n",
      "2389  2.065183  1.224356  \n",
      "3975  0.885048  0.754634  \n",
      "2265  1.257978  0.259276  \n",
      "1284  2.600161  1.378005  \n",
      "...        ...       ...  \n",
      "2191 -0.554456  1.643943  \n",
      "2358  0.867764  1.253648  \n",
      "2769  2.450084  0.398917  \n",
      "4491  1.513594 -0.103939  \n",
      "2778  0.536750 -2.310543  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 732      5.406462\n",
      "2389    16.054496\n",
      "3975    16.627747\n",
      "2265    20.182158\n",
      "1284    18.698702\n",
      "          ...    \n",
      "2191     9.420469\n",
      "2358    21.215160\n",
      "2769    21.895617\n",
      "4491     9.752117\n",
      "2778     2.005866\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 732     True\n",
      "2389    True\n",
      "3975    True\n",
      "2265    True\n",
      "1284    True\n",
      "        ... \n",
      "2191    True\n",
      "2358    True\n",
      "2769    True\n",
      "4491    True\n",
      "2778    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4685 -0.297974  0.042932  0.980233  0.825118  1.580052  1.013692 -1.174482   \n",
      "4291 -1.615982  0.284031  2.505206 -0.895799  0.805299  1.755156  2.180307   \n",
      "4185  0.359579  0.341690  1.673330  0.613714  2.338145  0.653658 -0.027643   \n",
      "3812 -0.108397 -0.654322 -0.709700  0.396961  1.532741  0.230619  1.492987   \n",
      "1024 -0.694663 -0.135293  1.549340 -0.807382  0.497874  1.361975  0.022568   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "492  -2.063815 -1.258096  1.445746 -2.047073  0.915727  2.133472  0.997573   \n",
      "3350 -0.174203 -0.836965 -0.382571 -0.080937  0.022905 -0.552495 -0.137107   \n",
      "4179 -0.655232  0.708913 -0.432667 -0.400370  2.110293 -0.364604  2.181814   \n",
      "1847 -0.750293 -0.986642  0.411373 -2.158335  2.064917 -0.250449 -1.779721   \n",
      "4604 -1.531610  0.459646  0.659514 -2.264710 -0.533417  1.259314  0.701529   \n",
      "\n",
      "            X1        X0  \n",
      "4685  1.580052 -1.174482  \n",
      "4291  0.805299  2.180307  \n",
      "4185  2.338145 -0.027643  \n",
      "3812  1.532741  1.492987  \n",
      "1024  0.497874  0.022568  \n",
      "...        ...       ...  \n",
      "492   0.915727  0.997573  \n",
      "3350  0.022905 -0.137107  \n",
      "4179  2.110293  2.181814  \n",
      "1847  2.064917 -1.779721  \n",
      "4604 -0.533417  0.701529  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4685    15.779931\n",
      "4291    21.749374\n",
      "4185    20.248078\n",
      "3812    18.063393\n",
      "1024    11.807702\n",
      "          ...    \n",
      "492     10.096815\n",
      "3350     6.174046\n",
      "4179    18.690519\n",
      "1847   -11.505962\n",
      "4604     5.634084\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4685     True\n",
      "4291     True\n",
      "4185     True\n",
      "3812     True\n",
      "1024     True\n",
      "        ...  \n",
      "492      True\n",
      "3350     True\n",
      "4179     True\n",
      "1847    False\n",
      "4604     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3996  1.225596  0.976867  0.689096  0.392063  1.823623  2.257622  0.684373   \n",
      "1576 -0.947430  1.190779  0.388826  1.181991 -1.545415  1.201949 -0.441873   \n",
      "4504 -1.562055 -0.348182 -0.399702 -0.751331  0.666193 -0.696637  2.041061   \n",
      "4990 -0.610122 -0.061654  1.271080 -0.716895 -0.336717  0.434256  0.126682   \n",
      "4261  0.113492  1.267953  1.867637 -0.428745  1.434373  0.174041  0.576628   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2910  0.822326 -0.474054  0.141002 -0.835433  1.105358  0.640333 -0.684693   \n",
      "1499 -0.247187  1.632327  1.801766 -0.809539 -0.235542  0.393728  1.321525   \n",
      "1122 -0.341138 -0.046026  1.075957  1.007590  1.328178  0.930898  0.709006   \n",
      "1758 -1.591330  0.774235  0.186175 -0.527617  0.987152  1.293832 -0.405903   \n",
      "2037 -0.935043  0.886915  0.889705 -0.488987  1.534618  1.363016 -0.261047   \n",
      "\n",
      "            X1        X0  \n",
      "3996  1.823623  0.684373  \n",
      "1576 -1.545415 -0.441873  \n",
      "4504  0.666193  2.041061  \n",
      "4990 -0.336717  0.126682  \n",
      "4261  1.434373  0.576628  \n",
      "...        ...       ...  \n",
      "2910  1.105358 -0.684693  \n",
      "1499 -0.235542  1.321525  \n",
      "1122  1.328178  0.709006  \n",
      "1758  0.987152 -0.405903  \n",
      "2037  1.534618 -0.261047  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3996    24.634382\n",
      "1576    16.468699\n",
      "4504    -6.052373\n",
      "4990     8.909299\n",
      "4261    16.645528\n",
      "          ...    \n",
      "2910     6.598981\n",
      "1499    15.788325\n",
      "1122    22.294972\n",
      "1758    12.262778\n",
      "2037    14.900538\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3996     True\n",
      "1576     True\n",
      "4504    False\n",
      "4990     True\n",
      "4261     True\n",
      "        ...  \n",
      "2910     True\n",
      "1499     True\n",
      "1122     True\n",
      "1758     True\n",
      "2037     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1542 -1.806828  3.935249  0.103928 -0.636374  1.790212 -0.198304 -0.294357   \n",
      "4997 -1.052103  0.112904  0.015627 -1.293327  0.701666  1.729135  0.214009   \n",
      "307  -1.598288 -2.481591 -0.527036 -1.053823  0.345164  0.405729  1.659422   \n",
      "901  -0.199868  1.114174  0.810343 -0.567630  1.267944 -0.439279  0.664240   \n",
      "2841  0.581251  0.500557 -0.260464 -0.016914  1.279335  1.253303  0.148753   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4908 -1.324275  0.417792  0.555037 -1.415899  0.635377  0.494417  1.321659   \n",
      "101  -2.196099  0.187207 -0.420727 -1.385076 -1.042561  2.002679 -0.331459   \n",
      "1730 -3.013489  1.070695 -0.170788 -0.691032 -1.686246  1.766587 -0.754815   \n",
      "476  -0.197043 -1.018842  1.773887 -0.316639  0.527694  1.539424  0.201553   \n",
      "259  -0.393091  1.139617  0.332674 -1.978709  0.450940  0.795807  0.245344   \n",
      "\n",
      "            X1        X0  \n",
      "1542  1.790212 -0.294357  \n",
      "4997  0.701666  0.214009  \n",
      "307   0.345164  1.659422  \n",
      "901   1.267944  0.664240  \n",
      "2841  1.279335  0.148753  \n",
      "...        ...       ...  \n",
      "4908  0.635377  1.321659  \n",
      "101  -1.042561 -0.331459  \n",
      "1730 -1.686246 -0.754815  \n",
      "476   0.527694  0.201553  \n",
      "259   0.450940  0.245344  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1542    14.777117\n",
      "4997    10.265862\n",
      "307      7.840561\n",
      "901     13.254568\n",
      "2841    15.965185\n",
      "          ...    \n",
      "4908    11.448000\n",
      "101     -1.727550\n",
      "1730     7.261046\n",
      "476     13.974536\n",
      "259     -4.919101\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1542     True\n",
      "4997     True\n",
      "307      True\n",
      "901      True\n",
      "2841     True\n",
      "        ...  \n",
      "4908     True\n",
      "101     False\n",
      "1730     True\n",
      "476      True\n",
      "259     False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3182 -2.938721 -0.438054 -0.382772 -0.586848  2.020789  0.692015  0.276731   \n",
      "3351 -2.242767  0.126161  0.572172 -0.638822  0.579383  2.450176  2.169865   \n",
      "2535 -1.489229  0.611872  0.376547 -0.694704 -0.114618 -0.375340 -0.672296   \n",
      "541  -1.312522 -0.141122  0.507179 -0.480947  0.575954  0.814653  1.309982   \n",
      "4464 -0.717922  0.249128  1.308941 -0.693268  0.187126  1.260355  1.961654   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4971 -1.391828 -0.648227  1.054309  1.179831  0.939320  1.792572  0.627551   \n",
      "3357 -1.983769  0.759441  1.395390 -1.735438  0.463972  0.721218  2.229994   \n",
      "2391 -2.463465 -1.278531  0.214403 -0.975833 -1.030322  1.736506 -0.028562   \n",
      "969   0.319713 -0.042347  0.890263  0.846761  0.945743 -0.865513 -0.933679   \n",
      "4607 -2.774681 -0.614295 -0.031043 -0.802385  1.117276  2.211052  2.009665   \n",
      "\n",
      "            X1        X0  \n",
      "3182  2.020789  0.276731  \n",
      "3351  0.579383  2.169865  \n",
      "2535 -0.114618 -0.672296  \n",
      "541   0.575954  1.309982  \n",
      "4464  0.187126  1.961654  \n",
      "...        ...       ...  \n",
      "4971  0.939320  0.627551  \n",
      "3357  0.463972  2.229994  \n",
      "2391 -1.030322 -0.028562  \n",
      "969   0.945743 -0.933679  \n",
      "4607  1.117276  2.009665  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3182    11.988927\n",
      "3351    21.882203\n",
      "2535     4.820322\n",
      "541     15.354066\n",
      "4464    18.480317\n",
      "          ...    \n",
      "4971    23.226194\n",
      "3357    14.723302\n",
      "2391     6.097549\n",
      "969     11.020297\n",
      "4607    19.097935\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3182    True\n",
      "3351    True\n",
      "2535    True\n",
      "541     True\n",
      "4464    True\n",
      "        ... \n",
      "4971    True\n",
      "3357    True\n",
      "2391    True\n",
      "969     True\n",
      "4607    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3277 -2.872276 -0.278398  0.873510 -0.557545  0.792001  0.860648 -0.735182   \n",
      "3663 -0.766808 -0.581022  0.349259 -1.594226  1.771204  0.144707 -0.031674   \n",
      "31   -0.235121  1.673946  0.230045  0.230268  0.453816  0.206664 -0.699249   \n",
      "72   -1.011907  0.560973 -1.188835 -0.959395 -0.203625  0.188343  0.659664   \n",
      "3939  0.763791  0.173399  1.759789 -2.446392 -0.491333  0.397732  1.828712   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "216  -1.532739 -0.276416 -0.212137 -0.051726 -1.734549  1.407491  1.109856   \n",
      "4493 -0.898909 -0.113222  0.614773 -0.772467 -1.104673  1.660565  0.386414   \n",
      "3659  0.879463  2.385415  1.893433 -2.712598  1.685907 -0.676893 -0.085722   \n",
      "1125 -2.137325  0.612035  0.439798 -1.093862  0.542564  1.546986  1.087214   \n",
      "298  -0.451780  0.589691  1.806770 -0.654212  0.272068  0.330158 -0.241247   \n",
      "\n",
      "            X1        X0  \n",
      "3277  0.792001 -0.735182  \n",
      "3663  1.771204 -0.031674  \n",
      "31    0.453816 -0.699249  \n",
      "72   -0.203625  0.659664  \n",
      "3939 -0.491333  1.828712  \n",
      "...        ...       ...  \n",
      "216  -1.734549  1.109856  \n",
      "4493 -1.104673  0.386414  \n",
      "3659  1.685907 -0.085722  \n",
      "1125  0.542564  1.087214  \n",
      "298   0.272068 -0.241247  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3277     8.714240\n",
      "3663     5.306369\n",
      "31      12.776493\n",
      "72       7.634029\n",
      "3939     7.367513\n",
      "          ...    \n",
      "216     13.376143\n",
      "4493    10.417834\n",
      "3659     4.277767\n",
      "1125    14.614065\n",
      "298     10.250120\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3277    True\n",
      "3663    True\n",
      "31      True\n",
      "72      True\n",
      "3939    True\n",
      "        ... \n",
      "216     True\n",
      "4493    True\n",
      "3659    True\n",
      "1125    True\n",
      "298     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1145 -0.629276  1.312058  0.974577 -0.224840  0.566386  1.322836  0.477278   \n",
      "2476 -0.063630  0.610420  0.026913  1.637810 -0.662281  0.893651  1.510820   \n",
      "685  -1.499597  0.409016  0.643116 -0.956997 -1.490189  1.836360  2.641863   \n",
      "227   0.329536 -0.848941  1.423847 -0.698325  0.803971 -0.713253 -0.153144   \n",
      "3530 -0.057066  0.215341  0.891524  0.625987  1.482734  2.018288  2.221747   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1495 -0.733350 -0.117936 -0.953334  1.334497  0.595229  1.146916  0.873591   \n",
      "217  -1.642374 -0.776449  1.626062 -1.170534  0.483746  0.698613 -0.268820   \n",
      "2506  0.775189  0.855207  1.628619  1.243487  0.959801  1.873243  0.544943   \n",
      "4102 -1.279349  0.731899  0.099562 -0.642400  0.941990  3.354130  0.480230   \n",
      "1657 -1.820698  0.757172 -1.005607 -0.801991  0.358877  0.866692  0.806839   \n",
      "\n",
      "            X1        X0  \n",
      "1145  0.566386  0.477278  \n",
      "2476 -0.662281  1.510820  \n",
      "685  -1.490189  2.641863  \n",
      "227   0.803971 -0.153144  \n",
      "3530  1.482734  2.221747  \n",
      "...        ...       ...  \n",
      "1495  0.595229  0.873591  \n",
      "217   0.483746 -0.268820  \n",
      "2506  0.959801  0.544943  \n",
      "4102  0.941990  0.480230  \n",
      "1657  0.358877  0.806839  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1145    17.673163\n",
      "2476    24.514661\n",
      "685     17.804807\n",
      "227      6.079918\n",
      "3530    28.706700\n",
      "          ...    \n",
      "1495    21.455845\n",
      "217      6.658543\n",
      "2506    26.462794\n",
      "4102    19.370831\n",
      "1657    11.829745\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1145    True\n",
      "2476    True\n",
      "685     True\n",
      "227     True\n",
      "3530    True\n",
      "        ... \n",
      "1495    True\n",
      "217     True\n",
      "2506    True\n",
      "4102    True\n",
      "1657    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4037  0.295073 -0.148098  0.206806  0.117770  1.801961  1.050478  0.073751   \n",
      "4420 -1.669938 -1.416109  1.272141  0.922415  0.242717 -0.835561  1.229544   \n",
      "1565 -2.039335  0.018117 -0.173704  0.290388  1.551605 -0.096282  1.206348   \n",
      "2952 -0.563121 -0.120057  0.379183 -1.347818 -0.032323  2.115837  2.907695   \n",
      "3259 -2.644627 -0.487695  0.893568 -1.785943  0.857172  0.298300  2.617449   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2597 -1.135052  1.129697  0.646454 -1.328672  0.086550  0.325251  0.576462   \n",
      "2099 -2.272615  1.990835  0.865075 -0.605064  0.239680 -0.281885  0.108399   \n",
      "4493 -0.898909 -0.113222  0.614773 -0.772467 -1.104673  1.660565  0.386414   \n",
      "838   0.111042  0.684531  0.098934 -0.263916  0.312733  0.686448  1.716883   \n",
      "3121 -0.711274  1.804402 -0.909762  1.091154  1.089287  1.191434  1.815217   \n",
      "\n",
      "            X1        X0  \n",
      "4037  1.801961  0.073751  \n",
      "4420  0.242717  1.229544  \n",
      "1565  1.551605  1.206348  \n",
      "2952 -0.032323  2.907695  \n",
      "3259  0.857172  2.617449  \n",
      "...        ...       ...  \n",
      "2597  0.086550  0.576462  \n",
      "2099  0.239680  0.108399  \n",
      "4493 -1.104673  0.386414  \n",
      "838   0.312733  1.716883  \n",
      "3121  1.089287  1.815217  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4037    16.152095\n",
      "4420    15.765422\n",
      "1565    17.427760\n",
      "2952    18.849657\n",
      "3259    12.896542\n",
      "          ...    \n",
      "2597    -2.828572\n",
      "2099    11.316088\n",
      "4493    10.417834\n",
      "838     17.890754\n",
      "3121    27.477401\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4037     True\n",
      "4420     True\n",
      "1565     True\n",
      "2952     True\n",
      "3259     True\n",
      "        ...  \n",
      "2597    False\n",
      "2099     True\n",
      "4493     True\n",
      "838      True\n",
      "3121     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2700 -0.389919  0.068111  0.144760  0.090095  2.266768  0.749112  0.565405   \n",
      "2806 -1.566642 -1.082137 -0.178965 -0.752728  0.871918 -0.015202 -1.316866   \n",
      "2764  0.450248  1.117502  0.439134 -0.011050  1.260524  1.731260 -0.387035   \n",
      "4351 -1.753426  0.200784  0.864836 -0.366716  1.174505 -0.134235  1.497237   \n",
      "2624 -2.513630  0.222500  1.070855 -0.282277  0.554370  1.662806  0.121485   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1103 -2.270032  1.035307  1.512035  1.279916  0.542418  1.433752  3.021337   \n",
      "4975 -0.059636  0.211761  1.527962 -1.397599 -0.434089 -1.929633  1.313605   \n",
      "4066 -0.468943  0.679398 -1.152328 -0.445103 -0.367915  1.810919  0.007390   \n",
      "1060 -2.288880  1.401947  0.071234 -0.340838  1.879662  1.075519  0.030005   \n",
      "2851  1.067465  1.615703  0.492261 -0.214416 -0.249903  1.041443  0.374341   \n",
      "\n",
      "            X1        X0  \n",
      "2700  2.266768  0.565405  \n",
      "2806  0.871918 -1.316866  \n",
      "2764  1.260524 -0.387035  \n",
      "4351  1.174505  1.497237  \n",
      "2624  0.554370  0.121485  \n",
      "...        ...       ...  \n",
      "1103  0.542418  3.021337  \n",
      "4975 -0.434089  1.313605  \n",
      "4066 -0.367915  0.007390  \n",
      "1060  1.879662  0.030005  \n",
      "2851 -0.249903  0.374341  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2700    17.960480\n",
      "2806     1.597703\n",
      "2764    16.986805\n",
      "4351    16.099218\n",
      "2624    15.353740\n",
      "          ...    \n",
      "1103    33.340737\n",
      "4975     4.753612\n",
      "4066     2.129694\n",
      "1060    16.345864\n",
      "2851    15.434772\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2700     True\n",
      "2806     True\n",
      "2764     True\n",
      "4351     True\n",
      "2624     True\n",
      "        ...  \n",
      "1103     True\n",
      "4975     True\n",
      "4066    False\n",
      "1060     True\n",
      "2851     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3383  0.918783 -0.224107  2.079656 -0.094828 -0.647921  0.822391  0.126927   \n",
      "4230 -0.234881  0.780415 -0.216391 -0.980168  3.002564  3.149000  0.019371   \n",
      "2981 -0.835527  1.952815  2.057481 -0.352754  1.045816  2.302442  0.185456   \n",
      "4458 -0.135559  1.160946  1.755019 -0.968944 -1.461896 -0.433967  2.762462   \n",
      "3633 -0.368520 -0.263834  0.195229 -0.849120  1.793505  0.948518  0.104882   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3187 -0.829421 -1.304986 -0.095999 -0.101276  3.207238 -0.331725  1.396261   \n",
      "3410 -0.566294  1.826877  0.507912 -0.471983 -0.445783  1.522280 -0.472476   \n",
      "3722 -1.500093  1.051800 -0.671267 -0.972925  1.001376  1.876903  1.947439   \n",
      "9     0.089288  0.938028  1.517775  0.260262  0.644548  0.760562  2.857701   \n",
      "3637 -1.016384  0.394172  2.532243 -2.610570  0.536294 -0.877467 -0.307032   \n",
      "\n",
      "            X1        X0  \n",
      "3383 -0.647921  0.126927  \n",
      "4230  3.002564  0.019371  \n",
      "2981  1.045816  0.185456  \n",
      "4458 -1.461896  2.762462  \n",
      "3633  1.793505  0.104882  \n",
      "...        ...       ...  \n",
      "3187  3.207238  1.396261  \n",
      "3410 -0.445783 -0.472476  \n",
      "3722  1.001376  1.947439  \n",
      "9     0.644548  2.857701  \n",
      "3637  0.536294 -0.307032  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3383    12.730324\n",
      "4230    18.883765\n",
      "2981    21.347782\n",
      "4458    15.217207\n",
      "3633    11.386712\n",
      "          ...    \n",
      "3187    -3.420349\n",
      "3410    12.568318\n",
      "3722    19.117217\n",
      "9       26.664872\n",
      "3637    -0.817302\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3383     True\n",
      "4230     True\n",
      "2981     True\n",
      "4458     True\n",
      "3633     True\n",
      "        ...  \n",
      "3187    False\n",
      "3410     True\n",
      "3722     True\n",
      "9        True\n",
      "3637     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "624  -1.513705  0.449807  0.946910 -1.483708  0.332813  1.359962  2.900357   \n",
      "447  -0.910201  0.742911  1.162443 -0.767428  1.218107  0.817770 -0.606537   \n",
      "2044 -0.582985  0.003505  0.799289 -0.818210 -0.569613  0.831056  0.239680   \n",
      "2299  0.760533  0.161756  0.400546 -1.089764  1.779782  1.153622 -0.508757   \n",
      "781  -1.751303  0.361301  0.926328  0.053349  2.271979  1.162972  0.658302   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "785  -0.478446  1.718137  1.414635  0.165281  0.915138  0.002735 -1.791392   \n",
      "3687 -0.692633  2.088180 -0.974216  0.142771  1.319045  1.118478 -1.086198   \n",
      "28    1.595504  0.131807  0.706048  0.192355  0.666723 -0.083249  1.439324   \n",
      "1057 -0.382117 -0.013462  0.981072  0.871717 -0.797381  1.160760  2.026249   \n",
      "596   0.162955  0.541206  0.293270 -0.223836  0.540303  0.161971  0.700717   \n",
      "\n",
      "            X1        X0  \n",
      "624   0.332813  2.900357  \n",
      "447   1.218107 -0.606537  \n",
      "2044 -0.569613  0.239680  \n",
      "2299  1.779782 -0.508757  \n",
      "781   2.271979  0.658302  \n",
      "...        ...       ...  \n",
      "785   0.915138 -1.791392  \n",
      "3687  1.319045 -1.086198  \n",
      "28    0.666723  1.439324  \n",
      "1057 -0.797381  2.026249  \n",
      "596   0.540303  0.700717  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 624     18.461262\n",
      "447     10.737259\n",
      "2044     8.980532\n",
      "2299     9.634393\n",
      "781     20.333706\n",
      "          ...    \n",
      "785     10.338225\n",
      "3687    13.984585\n",
      "28      17.581838\n",
      "1057    23.233456\n",
      "596     13.766578\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 624     True\n",
      "447     True\n",
      "2044    True\n",
      "2299    True\n",
      "781     True\n",
      "        ... \n",
      "785     True\n",
      "3687    True\n",
      "28      True\n",
      "1057    True\n",
      "596     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3398 -0.078522  0.569618 -0.212772 -2.494692  1.887700  1.020141 -0.802094   \n",
      "3903  0.785929  0.373726 -0.905976  1.204540  2.053418  0.640369 -0.639640   \n",
      "4461 -1.377901  2.131227 -1.415451  0.883572  1.137542  0.716137 -0.269082   \n",
      "4192 -1.857668  0.752618 -0.916488  0.383837  1.836357  1.413958  2.253115   \n",
      "388   0.879551  0.690300 -0.168446 -1.090573  0.136741  1.471946 -1.018192   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2701 -0.043808  0.264612 -0.072345 -0.685697  2.026776  0.470648  0.177243   \n",
      "3847 -0.273936 -0.321754  0.409253 -1.721171  2.637860  1.214762  0.152486   \n",
      "3334  0.516270  2.134603  1.172804  0.046135  2.548242  0.095761  1.094896   \n",
      "1953 -1.410325  0.363333  2.881701 -1.160258  1.037410  1.816225 -0.229787   \n",
      "1012 -1.251839  0.866417  1.113899 -0.081252  1.818290  0.955786 -0.311089   \n",
      "\n",
      "            X1        X0  \n",
      "3398  1.887700 -0.802094  \n",
      "3903  2.053418 -0.639640  \n",
      "4461  1.137542 -0.269082  \n",
      "4192  1.836357  2.253115  \n",
      "388   0.136741 -1.018192  \n",
      "...        ...       ...  \n",
      "2701  2.026776  0.177243  \n",
      "3847  2.637860  0.152486  \n",
      "3334  2.548242  1.094896  \n",
      "1953  1.037410 -0.229787  \n",
      "1012  1.818290 -0.311089  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3398     2.135285\n",
      "3903    17.748365\n",
      "4461    18.465095\n",
      "4192    25.795402\n",
      "388      6.295631\n",
      "          ...    \n",
      "2701    12.193874\n",
      "3847     9.762767\n",
      "3334    22.776401\n",
      "1953    13.458612\n",
      "1012    16.240738\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3398    True\n",
      "3903    True\n",
      "4461    True\n",
      "4192    True\n",
      "388     True\n",
      "        ... \n",
      "2701    True\n",
      "3847    True\n",
      "3334    True\n",
      "1953    True\n",
      "1012    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1853 -0.305293  0.484516  1.344513  0.075222  0.100812  0.705409  2.512237   \n",
      "477  -2.103857  1.875363  0.176190 -2.298174  2.119041  2.964306 -0.302083   \n",
      "3366 -0.924671  0.033737 -0.677576 -1.300300 -0.055094  0.345693  1.437577   \n",
      "2716 -1.450386  0.575035  0.697459 -0.021989 -0.587467  1.937729  1.012997   \n",
      "800  -0.924364 -0.877784 -0.463087  1.262697 -0.295154  1.361031  0.243081   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2899 -1.846858 -0.150049 -0.662323  0.839732  0.475417  2.091635 -0.138053   \n",
      "4839 -1.375920  0.779787  1.133929  1.204918  0.741645  1.435415 -0.324753   \n",
      "1566  1.146690 -0.030950  0.736864 -1.867037  1.429344  0.230825  0.317674   \n",
      "2993  0.222820  0.804801  0.658292  0.014661 -0.514030  2.290408 -0.988900   \n",
      "4176 -1.263028 -0.781412  0.121955 -1.522776  1.901484 -0.078942  0.384753   \n",
      "\n",
      "            X1        X0  \n",
      "1853  0.100812  2.512237  \n",
      "477   2.119041 -0.302083  \n",
      "3366 -0.055094  1.437577  \n",
      "2716 -0.587467  1.012997  \n",
      "800  -0.295154  0.243081  \n",
      "...        ...       ...  \n",
      "2899  0.475417 -0.138053  \n",
      "4839  0.741645 -0.324753  \n",
      "1566  1.429344  0.317674  \n",
      "2993 -0.514030 -0.988900  \n",
      "4176  1.901484  0.384753  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1853    22.778052\n",
      "477     -0.292224\n",
      "3366     9.025444\n",
      "2716    18.543765\n",
      "800     17.382509\n",
      "          ...    \n",
      "2899    18.078676\n",
      "4839    21.303154\n",
      "1566     6.185411\n",
      "2993    13.303386\n",
      "4176     6.122045\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1853     True\n",
      "477     False\n",
      "3366     True\n",
      "2716     True\n",
      "800      True\n",
      "        ...  \n",
      "2899     True\n",
      "4839     True\n",
      "1566     True\n",
      "2993     True\n",
      "4176     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4147 -1.723999 -0.623293  0.768270 -0.720598  0.744578  1.471865  2.486222   \n",
      "821  -0.386048  1.525712  1.954696  0.872539  0.063929  0.488935 -1.656510   \n",
      "778   0.915067  0.948617 -0.179446  0.772394  1.449585  2.336403  2.241945   \n",
      "4430  0.340632  1.349522 -0.483110  1.118944  0.344163  2.155902  2.112502   \n",
      "20   -0.415633  0.436048  1.104020 -2.429122  2.487945  0.093333 -0.257291   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3813  0.183826  0.839887  0.632809  0.809332  1.171151  1.645307  1.593510   \n",
      "4873 -1.068599  2.675990  1.459087  2.483059  0.714448 -0.056205 -0.360803   \n",
      "1085 -0.481148 -2.003583  1.273255 -0.918213 -0.566807 -0.832448  1.193450   \n",
      "628  -1.952983  1.162429 -1.154119 -0.190404 -0.910305  3.093541  1.366927   \n",
      "2464 -0.881384 -0.042129  0.066398 -1.413389  1.277233  0.015405  0.889225   \n",
      "\n",
      "            X1        X0  \n",
      "4147  0.744578  2.486222  \n",
      "821   0.063929 -1.656510  \n",
      "778   1.449585  2.241945  \n",
      "4430  0.344163  2.112502  \n",
      "20    2.487945 -0.257291  \n",
      "...        ...       ...  \n",
      "3813  1.171151  1.593510  \n",
      "4873  0.714448 -0.360803  \n",
      "1085 -0.566807  1.193450  \n",
      "628  -0.910305  1.366927  \n",
      "2464  1.277233  0.889225  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4147    19.571558\n",
      "821     14.035860\n",
      "778     30.217141\n",
      "4430    29.441206\n",
      "20       4.167707\n",
      "          ...    \n",
      "3813    26.754486\n",
      "4873    26.697555\n",
      "1085    -7.955887\n",
      "628     20.202824\n",
      "2464     8.665933\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4147     True\n",
      "821      True\n",
      "778      True\n",
      "4430     True\n",
      "20       True\n",
      "        ...  \n",
      "3813     True\n",
      "4873     True\n",
      "1085    False\n",
      "628      True\n",
      "2464     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1699  0.021102  1.739162 -0.177480  0.681915 -0.108223 -0.085151 -0.017017   \n",
      "2674 -0.156336 -0.647899  2.042619 -0.266662  0.200203  0.518709 -0.704591   \n",
      "4575  0.296908 -1.339022  0.681095  0.186189  1.781639  1.738064  0.319491   \n",
      "3584 -1.218938  1.701376  1.041817  1.331778  1.301494  1.790255  0.799956   \n",
      "3911 -1.115310  0.337895 -0.576830 -3.715414  0.173469  0.390002  0.251735   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4860 -0.060907 -0.898028  0.642466 -0.302608 -0.138543  0.180638  0.922139   \n",
      "208   1.016873  0.598921  0.765122 -1.789713  0.621534  1.923783  1.504782   \n",
      "337  -1.590208  0.253873 -0.020840 -0.594296  0.648421  1.259705 -1.544921   \n",
      "3827 -3.104140  1.050505  2.379564  1.427304  1.196603 -1.619785 -1.131008   \n",
      "4988 -1.170797  0.526043  1.315072  1.403030  0.231275  0.545862  1.461135   \n",
      "\n",
      "            X1        X0  \n",
      "1699 -0.108223 -0.017017  \n",
      "2674  0.200203 -0.704591  \n",
      "4575  1.781639  0.319491  \n",
      "3584  1.301494  0.799956  \n",
      "3911  0.173469  0.251735  \n",
      "...        ...       ...  \n",
      "4860 -0.138543  0.922139  \n",
      "208   0.621534  1.504782  \n",
      "337   0.648421 -1.544921  \n",
      "3827  1.196603 -1.131008  \n",
      "4988  0.231275  1.461135  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1699    15.187123\n",
      "2674     9.059094\n",
      "4575    17.479173\n",
      "3584    28.746447\n",
      "3911   -15.938769\n",
      "          ...    \n",
      "4860    11.211832\n",
      "208     14.288460\n",
      "337      6.473413\n",
      "3827    14.752545\n",
      "4988    25.074846\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1699     True\n",
      "2674     True\n",
      "4575     True\n",
      "3584     True\n",
      "3911    False\n",
      "        ...  \n",
      "4860     True\n",
      "208      True\n",
      "337      True\n",
      "3827     True\n",
      "4988     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1932  0.726987 -0.327554 -1.504882 -0.937784  2.101425 -1.098504  2.399341   \n",
      "863  -1.494336 -0.299373  2.116784 -0.052232  1.951046  0.749230  2.040886   \n",
      "406   0.545297  0.069379  2.269160 -0.419234  0.161126 -0.779112 -0.858715   \n",
      "2841  0.581251  0.500557 -0.260464 -0.016914  1.279335  1.253303  0.148753   \n",
      "2424 -0.543769  0.272940  0.272700  1.075015 -0.598764  1.580012  0.675529   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1477 -0.807920  2.218587 -0.516850 -0.383520  1.644419  1.292934 -0.420061   \n",
      "588   1.647185  0.844157  0.289769 -2.132568  0.917369  0.021329 -0.203500   \n",
      "2296 -1.441277  1.268516 -1.922790  0.287822  2.795728 -1.814394  1.923165   \n",
      "4696  0.019934  0.561873  1.263783 -0.949524 -0.556324  3.022465  2.181665   \n",
      "1905 -0.572923  0.010031  0.187869  0.511464  0.965620  0.851519  0.275781   \n",
      "\n",
      "            X1        X0  \n",
      "1932  2.101425  2.399341  \n",
      "863   1.951046  2.040886  \n",
      "406   0.161126 -0.858715  \n",
      "2841  1.279335  0.148753  \n",
      "2424 -0.598764  0.675529  \n",
      "...        ...       ...  \n",
      "1477  1.644419 -0.420061  \n",
      "588   0.917369 -0.203500  \n",
      "2296  2.795728  1.923165  \n",
      "4696 -0.556324  2.181665  \n",
      "1905  0.965620  0.275781  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1932    12.511777\n",
      "863     23.220188\n",
      "406      6.103564\n",
      "2841    15.965185\n",
      "2424    20.616818\n",
      "          ...    \n",
      "1477    15.497563\n",
      "588      2.859652\n",
      "2296    17.899498\n",
      "4696    21.527821\n",
      "1905    17.002374\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1932    True\n",
      "863     True\n",
      "406     True\n",
      "2841    True\n",
      "2424    True\n",
      "        ... \n",
      "1477    True\n",
      "588     True\n",
      "2296    True\n",
      "4696    True\n",
      "1905    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "304  -2.718499  1.027843 -1.604102  0.096871  0.292450  2.035719  0.461745   \n",
      "2790  1.424321  0.361931  0.620108 -0.572390 -0.982749  1.929155  0.913715   \n",
      "4504 -1.562055 -0.348182 -0.399702 -0.751331  0.666193 -0.696637  2.041061   \n",
      "1957 -1.451446  2.102226  1.478997 -0.493232  2.198074  1.631945  0.275721   \n",
      "3452 -0.678854  1.375789  1.574984 -0.861382 -0.283659 -0.135857  0.555391   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1000 -1.993158  0.232330 -0.655930 -2.078427 -0.526544  3.012285 -0.585779   \n",
      "1419  0.446830  0.180463  2.398943 -0.545428  1.270089  0.231595  1.925778   \n",
      "1854 -1.235041  0.321361 -0.187791 -1.846172  1.317419  1.120359  1.864892   \n",
      "4448 -1.492962 -0.618125 -0.463336 -1.554840  0.637371  2.411095 -0.063900   \n",
      "4323 -0.808319  0.042427  0.447776 -0.569865  1.160302  0.819399 -0.072613   \n",
      "\n",
      "            X1        X0  \n",
      "304   0.292450  0.461745  \n",
      "2790 -0.982749  0.913715  \n",
      "4504  0.666193  2.041061  \n",
      "1957  2.198074  0.275721  \n",
      "3452 -0.283659  0.555391  \n",
      "...        ...       ...  \n",
      "1000 -0.526544 -0.585779  \n",
      "1419  1.270089  1.925778  \n",
      "1854  1.317419  1.864892  \n",
      "4448  0.637371 -0.063900  \n",
      "4323  1.160302 -0.072613  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 304     17.175666\n",
      "2790    14.741678\n",
      "4504    -6.052373\n",
      "1957    20.888200\n",
      "3452    10.982325\n",
      "          ...    \n",
      "1000     4.560484\n",
      "1419    19.366384\n",
      "1854    -5.406051\n",
      "4448     8.006341\n",
      "4323    11.481908\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 304      True\n",
      "2790     True\n",
      "4504    False\n",
      "1957     True\n",
      "3452     True\n",
      "        ...  \n",
      "1000     True\n",
      "1419     True\n",
      "1854    False\n",
      "4448     True\n",
      "4323     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3689 -0.763063  0.196971  1.105019 -0.678712 -0.326486 -0.560291  1.158136   \n",
      "1275 -1.026513  0.752528  0.877124 -1.580534  0.048354  1.882191  2.820404   \n",
      "3531 -2.559000 -0.062839 -0.617951  0.301173  2.045546  1.601611  0.360962   \n",
      "3123 -0.900560 -1.257934  1.490711 -2.031440  0.681563 -0.430960 -0.597903   \n",
      "2367  0.332551 -0.355266  0.068294 -0.343055  1.275031  0.558599 -2.312841   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1448 -0.282418  1.550855  0.385154  0.017057 -0.569429  0.159740  0.588403   \n",
      "2992 -1.644817  1.714524  1.792352 -1.391780 -0.071469  1.139811 -0.066660   \n",
      "3775 -0.324658 -1.062535  0.005726 -0.870401  1.621996  0.965473 -0.455365   \n",
      "3873 -0.534150  0.979047  1.218026 -0.294960 -0.655010  0.718073  0.963825   \n",
      "1298 -0.513883  1.319263  0.660050 -1.627446  0.138872  1.072584  1.363678   \n",
      "\n",
      "            X1        X0  \n",
      "3689 -0.326486  1.158136  \n",
      "1275  0.048354  2.820404  \n",
      "3531  2.045546  0.360962  \n",
      "3123  0.681563 -0.597903  \n",
      "2367  1.275031 -2.312841  \n",
      "...        ...       ...  \n",
      "1448 -0.569429  0.588403  \n",
      "2992 -0.071469 -0.066660  \n",
      "3775  1.621996 -0.455365  \n",
      "3873 -0.655010  0.963825  \n",
      "1298  0.138872  1.363678  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3689    10.426634\n",
      "1275    18.974279\n",
      "3531     4.351235\n",
      "3123    -1.577575\n",
      "2367     3.553991\n",
      "          ...    \n",
      "1448    14.372060\n",
      "2992    10.591660\n",
      "3775     7.741907\n",
      "3873    15.342565\n",
      "1298    12.746055\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3689     True\n",
      "1275     True\n",
      "3531    False\n",
      "3123     True\n",
      "2367     True\n",
      "        ...  \n",
      "1448     True\n",
      "2992     True\n",
      "3775     True\n",
      "3873     True\n",
      "1298     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3202 -0.427481 -0.412154 -0.913174  0.132045  1.789336 -1.274418  0.802168   \n",
      "4255 -0.233210 -0.385449  0.440354 -1.776137  0.849316  2.784496 -0.268654   \n",
      "519  -0.911283  0.364511  0.976396 -1.051293  2.277314 -0.969384  0.188950   \n",
      "1432 -0.491945  1.897029  0.307325 -0.640641  1.912103  2.527956  1.630396   \n",
      "580  -1.294667  0.640625  0.247493 -1.792177  0.689550 -0.231174  1.532517   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2464 -0.881384 -0.042129  0.066398 -1.413389  1.277233  0.015405  0.889225   \n",
      "178  -1.680413 -1.044374  0.167429 -0.913726  0.972684  2.327472  2.808277   \n",
      "4464 -0.717922  0.249128  1.308941 -0.693268  0.187126  1.260355  1.961654   \n",
      "520  -0.619895 -1.346807  0.943520 -0.500821  1.623300 -0.718859 -0.191366   \n",
      "3398 -0.078522  0.569618 -0.212772 -2.494692  1.887700  1.020141 -0.802094   \n",
      "\n",
      "            X1        X0  \n",
      "3202  1.789336  0.802168  \n",
      "4255  0.849316 -0.268654  \n",
      "519   2.277314  0.188950  \n",
      "1432  1.912103  1.630396  \n",
      "580   0.689550  1.532517  \n",
      "...        ...       ...  \n",
      "2464  1.277233  0.889225  \n",
      "178   0.972684  2.808277  \n",
      "4464  0.187126  1.961654  \n",
      "520   1.623300 -0.191366  \n",
      "3398  1.887700 -0.802094  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3202    11.545438\n",
      "4255     8.885222\n",
      "519      8.791473\n",
      "1432    24.920997\n",
      "580      8.849715\n",
      "          ...    \n",
      "2464     8.665933\n",
      "178     -0.128882\n",
      "4464    18.480317\n",
      "520      6.831261\n",
      "3398     2.135285\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3202     True\n",
      "4255     True\n",
      "519      True\n",
      "1432     True\n",
      "580      True\n",
      "        ...  \n",
      "2464     True\n",
      "178     False\n",
      "4464     True\n",
      "520      True\n",
      "3398     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4023 -1.578804 -0.415473 -0.090321  0.124526 -0.322887  0.095190 -0.035324   \n",
      "3061 -2.155283  0.524161 -0.546168 -1.969710  0.878189  0.284056  0.130087   \n",
      "3773  0.032894  0.156845 -0.022028  1.313294  1.363997  1.683204  0.569542   \n",
      "4197  1.497093 -0.708549  2.206581 -0.926018  0.262698  0.137131 -0.264556   \n",
      "1689 -0.638382  0.546965  0.481759  0.801527 -2.250176  1.615326  1.604667   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2648 -0.417319  1.039293  0.456114 -1.363685  1.954052  1.850828  0.391699   \n",
      "1624 -2.049938  1.246033 -0.360856  1.557823  2.047534  2.649178 -0.405533   \n",
      "938   0.690085  0.633577 -0.701336 -0.696898 -0.604365  2.488798  0.624414   \n",
      "4179 -0.655232  0.708913 -0.432667 -0.400370  2.110293 -0.364604  2.181814   \n",
      "3313 -0.407127  0.286928 -0.508578 -0.850656  1.326898 -0.206733 -1.595527   \n",
      "\n",
      "            X1        X0  \n",
      "4023 -0.322887 -0.035324  \n",
      "3061  0.878189  0.130087  \n",
      "3773  1.363997  0.569542  \n",
      "4197  0.262698 -0.264556  \n",
      "1689 -2.250176  1.604667  \n",
      "...        ...       ...  \n",
      "2648  1.954052  0.391699  \n",
      "1624  2.047534 -0.405533  \n",
      "938  -0.604365  0.624414  \n",
      "4179  2.110293  2.181814  \n",
      "3313  1.326898 -1.595527  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4023     9.361612\n",
      "3061     3.830349\n",
      "3773    24.229437\n",
      "4197     6.887613\n",
      "1689    20.596275\n",
      "          ...    \n",
      "2648    14.757151\n",
      "1624    26.748923\n",
      "938     14.182258\n",
      "4179    18.690519\n",
      "3313     2.345315\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4023    True\n",
      "3061    True\n",
      "3773    True\n",
      "4197    True\n",
      "1689    True\n",
      "        ... \n",
      "2648    True\n",
      "1624    True\n",
      "938     True\n",
      "4179    True\n",
      "3313    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1290  0.270789  0.440901  0.526477 -1.370785  3.121134  0.611164  0.671021   \n",
      "2084 -1.739794  1.494923  1.079842 -1.912833  0.983991  1.283147 -0.138203   \n",
      "2153 -0.414506  2.167187  1.149053 -0.152661  2.251670  0.386134  2.399718   \n",
      "3280 -2.024412  1.519946 -0.205372 -0.476966 -0.749573 -0.242057 -0.476642   \n",
      "683   0.467665  1.066523  1.498822  0.233287 -0.305586  0.990838 -0.694096   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2333 -0.858394  0.832485 -1.244352 -1.520800  0.026963  0.842046 -0.628605   \n",
      "4108 -0.598099 -0.999251 -0.580376 -0.039235 -0.009076  1.729403  1.359214   \n",
      "1603 -1.304060  0.701173 -0.737982 -0.644826  1.312713  0.782980  1.063222   \n",
      "1820 -1.061457  0.597744  1.794251 -0.568916  0.837358  0.290605 -2.058489   \n",
      "1738 -1.453526 -0.495801  0.903797  0.243669 -0.219390  0.591963  2.249094   \n",
      "\n",
      "            X1        X0  \n",
      "1290  3.121134  0.671021  \n",
      "2084  0.983991 -0.138203  \n",
      "2153  2.251670  2.399718  \n",
      "3280 -0.749573 -0.476642  \n",
      "683  -0.305586 -0.694096  \n",
      "...        ...       ...  \n",
      "2333  0.026963 -0.628605  \n",
      "4108 -0.009076  1.359214  \n",
      "1603  1.312713  1.063222  \n",
      "1820  0.837358 -2.058489  \n",
      "1738 -0.219390  2.249094  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1290    13.742649\n",
      "2084     8.920712\n",
      "2153    26.504606\n",
      "3280     6.603786\n",
      "683     13.811651\n",
      "          ...    \n",
      "2333     3.046070\n",
      "4108    16.287098\n",
      "1603    14.909559\n",
      "1820     5.291918\n",
      "1738    19.859594\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1290    True\n",
      "2084    True\n",
      "2153    True\n",
      "3280    True\n",
      "683     True\n",
      "        ... \n",
      "2333    True\n",
      "4108    True\n",
      "1603    True\n",
      "1820    True\n",
      "1738    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2094  1.107543  0.890457  1.808622 -2.303927  0.296206  1.681794  1.066473   \n",
      "255   0.309607  1.667723  1.683074 -0.517291  0.584030  1.865229  1.114264   \n",
      "2348 -2.448246  1.792633  0.877451 -1.448837  0.558445  2.060155  0.721657   \n",
      "2626 -1.116280 -0.474308  0.335530 -0.041658  2.195659 -0.080292  1.154172   \n",
      "3448 -0.499887  0.303673  0.464358 -1.598289  0.605508  1.073890  1.017887   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "367  -0.471850  1.833393  0.783076 -0.477278  1.457379  0.872020  0.324023   \n",
      "354   0.136191  0.713335 -1.168108 -1.125440 -0.352866 -0.340406  0.255677   \n",
      "4887 -0.067327  1.102759 -0.207827 -0.776395  1.066288  1.175076  1.314300   \n",
      "1281 -0.355140 -0.230244 -0.721493 -2.528661  0.453114  2.533942 -0.133477   \n",
      "3086 -0.053196 -0.293109 -0.700150  0.441569 -1.031534  0.302405  0.011645   \n",
      "\n",
      "            X1        X0  \n",
      "2094  0.296206  1.066473  \n",
      "255   0.584030  1.114264  \n",
      "2348  0.558445  0.721657  \n",
      "2626  2.195659  1.154172  \n",
      "3448  0.605508  1.017887  \n",
      "...        ...       ...  \n",
      "367   1.457379  0.324023  \n",
      "354  -0.352866  0.255677  \n",
      "4887  1.066288  1.314300  \n",
      "1281  0.453114 -0.133477  \n",
      "3086 -1.031534  0.011645  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2094    10.967483\n",
      "255     21.153347\n",
      "2348    15.328838\n",
      "2626    16.592581\n",
      "3448    10.665377\n",
      "          ...    \n",
      "367     17.003477\n",
      "354      4.326177\n",
      "4887    16.906122\n",
      "1281     3.744970\n",
      "3086     9.902374\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2094    True\n",
      "255     True\n",
      "2348    True\n",
      "2626    True\n",
      "3448    True\n",
      "        ... \n",
      "367     True\n",
      "354     True\n",
      "4887    True\n",
      "1281    True\n",
      "3086    True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "1219 -0.279878 -1.316317  0.686718 -0.078372 -0.581299  0.306771  0.910952   \n",
      "3152 -1.349532 -0.014837 -1.081816  0.269223  2.222039  1.115692 -0.240177   \n",
      "2236 -2.178483  0.641772 -0.782268 -1.116768  2.338657 -0.138933 -0.266067   \n",
      "1651 -1.747529 -0.577165  1.533494  1.778173  0.009194  2.115115 -0.868622   \n",
      "4797 -1.343320  0.087686 -1.528300 -0.847474 -0.342969 -0.179601  1.235508   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3419 -1.433320  0.233022 -0.000252 -0.621887 -0.011068  2.872896 -0.680845   \n",
      "4985 -1.993930  0.076698 -0.750803 -0.240741 -0.859692  2.785388  1.198731   \n",
      "4977 -0.075469  0.781061 -0.339527 -3.133903  1.116721  1.164810 -1.091766   \n",
      "2350 -0.610545  1.466290  2.353857 -0.642049  2.274001  0.657373 -0.874089   \n",
      "3055 -1.934298  1.114313  0.994518 -1.788401  1.199898  0.337630  2.590041   \n",
      "\n",
      "            X1        X0  \n",
      "1219 -0.581299  0.910952  \n",
      "3152  2.222039 -0.240177  \n",
      "2236  2.338657 -0.266067  \n",
      "1651  0.009194 -0.868622  \n",
      "4797 -0.342969  1.235508  \n",
      "...        ...       ...  \n",
      "3419 -0.011068 -0.680845  \n",
      "4985 -0.859692  1.198731  \n",
      "4977  1.116721 -1.091766  \n",
      "2350  2.274001 -0.874089  \n",
      "3055  1.199898  2.590041  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 1219    11.134854\n",
      "3152    15.433221\n",
      "2236    -5.253201\n",
      "1651    20.754509\n",
      "4797    -5.708413\n",
      "          ...    \n",
      "3419    12.013088\n",
      "4985     4.794068\n",
      "4977    -2.424819\n",
      "2350    14.083194\n",
      "3055    16.082319\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 1219     True\n",
      "3152     True\n",
      "2236    False\n",
      "1651     True\n",
      "4797    False\n",
      "        ...  \n",
      "3419     True\n",
      "4985    False\n",
      "4977     True\n",
      "2350     True\n",
      "3055     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3156 -2.115931 -0.701166  0.882569 -0.088238  1.337341  0.127465 -1.337392   \n",
      "1826 -0.834715  0.990522 -1.052879 -1.189109  0.961013  0.672311  1.512086   \n",
      "1935 -2.112527 -1.111940 -0.339340 -1.324342  1.725797  2.653089  0.437798   \n",
      "4367 -1.068948  2.687850  0.837079 -0.208793  1.546601  1.591251 -0.670517   \n",
      "367  -0.471850  1.833393  0.783076 -0.477278  1.457379  0.872020  0.324023   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "627  -2.564161  0.759794 -0.087934  0.026481 -1.176562  2.613635 -0.680979   \n",
      "2709 -1.277208  1.595678 -0.423724 -1.970434  1.080182  1.322743  1.158886   \n",
      "4052 -0.416165  0.170395  1.684073 -0.456823 -0.266398  0.085924  0.279422   \n",
      "2900 -1.492235 -1.415562 -0.016638  1.092608  1.359181 -1.255650 -0.023795   \n",
      "3988 -1.204453  1.313838  0.002221 -0.502209  0.661697 -0.191410 -1.155785   \n",
      "\n",
      "            X1        X0  \n",
      "3156  1.337341 -1.337392  \n",
      "1826  0.961013  1.512086  \n",
      "1935  1.725797  0.437798  \n",
      "4367  1.546601 -0.670517  \n",
      "367   1.457379  0.324023  \n",
      "...        ...       ...  \n",
      "627  -1.176562 -0.680979  \n",
      "2709  1.080182  1.158886  \n",
      "4052 -0.266398  0.279422  \n",
      "2900  1.359181 -0.023795  \n",
      "3988  0.661697 -1.155785  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3156     7.313601\n",
      "1826    -3.346281\n",
      "1935    12.384458\n",
      "4367    18.091998\n",
      "367     17.003477\n",
      "          ...    \n",
      "627     13.173643\n",
      "2709    11.887884\n",
      "4052    10.650720\n",
      "2900    11.769625\n",
      "3988     6.478973\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3156     True\n",
      "1826    False\n",
      "1935     True\n",
      "4367     True\n",
      "367      True\n",
      "        ...  \n",
      "627      True\n",
      "2709     True\n",
      "4052     True\n",
      "2900     True\n",
      "3988     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3646 -1.613503  0.986771  0.309155 -0.051261  0.961905 -0.413347  1.027836   \n",
      "4753 -0.997870  0.683039  0.453693 -0.518815  0.802949  1.431279 -0.934536   \n",
      "1874 -1.266593  1.321121  0.098825 -0.738391  1.271652  0.055385  2.771976   \n",
      "1979  0.048368  1.192146  1.173775 -1.413272 -0.116418  1.938300  1.075560   \n",
      "3833 -1.133793  0.129525  0.824387 -0.007068  1.640270  0.624597  1.161384   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3692 -1.536149  0.501354 -0.285792 -0.796285  0.846092  0.422787  1.230557   \n",
      "1161 -1.572094  1.776669  0.015944 -1.691704  1.448609 -0.209787 -0.397558   \n",
      "4454 -0.829031 -0.493084  0.616911  1.746533  1.656859 -0.123356  1.878424   \n",
      "2082 -1.225196  0.928209  0.962654 -0.576564  0.051703 -0.498712  2.565244   \n",
      "2545 -2.149562 -0.575347  0.268091  1.281092  1.863712  1.845482  0.598345   \n",
      "\n",
      "            X1        X0  \n",
      "3646  0.961905  1.027836  \n",
      "4753  0.802949 -0.934536  \n",
      "1874  1.271652  2.771976  \n",
      "1979 -0.116418  1.075560  \n",
      "3833  1.640270  1.161384  \n",
      "...        ...       ...  \n",
      "3692  0.846092  1.230557  \n",
      "1161  1.448609 -0.397558  \n",
      "4454  1.656859  1.878424  \n",
      "2082  0.051703  2.565244  \n",
      "2545  1.863712  0.598345  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3646    15.602898\n",
      "4753    10.702258\n",
      "1874    20.299147\n",
      "1979    14.753077\n",
      "3833    19.014972\n",
      "          ...    \n",
      "3692    -2.139476\n",
      "1161     5.598101\n",
      "4454    26.418799\n",
      "2082    17.363148\n",
      "2545    24.450140\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3646     True\n",
      "4753     True\n",
      "1874     True\n",
      "1979     True\n",
      "3833     True\n",
      "        ...  \n",
      "3692    False\n",
      "1161     True\n",
      "4454     True\n",
      "2082     True\n",
      "2545     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "695  -1.699110  2.323989  0.807731 -0.271659 -0.211809 -0.744025 -1.558643   \n",
      "4130 -1.872362  0.845608 -0.860469 -0.631209  0.729810 -0.497062  0.948039   \n",
      "1223  0.289099 -2.443794  2.035284  0.218688  2.333786  1.721865  0.615797   \n",
      "3963  0.101531 -1.282459 -0.532440 -0.840048  1.033535  0.815107 -0.031970   \n",
      "4788 -3.376355  0.073576  0.925397  0.189794  0.526737  1.178599  1.424619   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "3127 -0.815226 -0.223501  0.744634 -2.505799  0.016300  1.581766 -0.045477   \n",
      "3276 -1.654917  1.170590  0.237420 -0.816339  0.673904  0.333814 -0.100035   \n",
      "1862 -1.650727  0.197540 -0.180495  0.025206  0.351556  2.026040 -1.011760   \n",
      "4323 -0.808319  0.042427  0.447776 -0.569865  1.160302  0.819399 -0.072613   \n",
      "1899  0.426674 -1.844077 -0.164387 -0.670726  1.551198  1.573171  1.018054   \n",
      "\n",
      "            X1        X0  \n",
      "695  -0.211809 -1.558643  \n",
      "4130  0.729810  0.948039  \n",
      "1223  2.333786  0.615797  \n",
      "3963  1.033535 -0.031970  \n",
      "4788  0.526737  1.424619  \n",
      "...        ...       ...  \n",
      "3127  0.016300 -0.045477  \n",
      "3276  0.673904 -0.100035  \n",
      "1862  0.351556 -1.011760  \n",
      "4323  1.160302 -0.072613  \n",
      "1899  1.551198  1.018054  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 695      5.890952\n",
      "4130    -3.636472\n",
      "1223    19.139083\n",
      "3963    -4.422953\n",
      "4788    20.266295\n",
      "          ...    \n",
      "3127    -7.192057\n",
      "3276     9.899364\n",
      "1862    12.139220\n",
      "4323    11.481908\n",
      "1899    13.536276\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 695      True\n",
      "4130    False\n",
      "1223     True\n",
      "3963    False\n",
      "4788     True\n",
      "        ...  \n",
      "3127    False\n",
      "3276     True\n",
      "1862     True\n",
      "4323     True\n",
      "1899     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "4119  0.048714 -2.131216  0.069807  0.297385  0.787994  2.189438  2.124007   \n",
      "372  -0.360235  1.421870  0.792449 -0.387240  0.138254  2.778025  0.318648   \n",
      "3929 -2.407536  0.243117  0.727268 -1.040760  0.525102  3.330163  0.873197   \n",
      "1973  0.093444  1.064742  0.094906  0.874524 -0.326747 -1.122736  0.787786   \n",
      "3569 -0.072123  1.402830 -1.088922  0.036720  1.363652  1.423206  1.102803   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "1507 -0.420110  2.083932 -0.524775 -0.297665  1.467137  0.090386 -0.965544   \n",
      "4971 -1.391828 -0.648227  1.054309  1.179831  0.939320  1.792572  0.627551   \n",
      "3108 -0.339339  1.393149  0.090323 -0.480982  0.892453  0.110966  0.074631   \n",
      "1226 -0.041265  1.025358  2.276570 -0.282457  1.367297  0.504274 -0.714502   \n",
      "2583 -0.913616 -0.032676  2.465916 -0.238034  1.170003  0.065568 -0.642959   \n",
      "\n",
      "            X1        X0  \n",
      "4119  0.787994  2.124007  \n",
      "372   0.138254  0.318648  \n",
      "3929  0.525102  0.873197  \n",
      "1973 -0.326747  0.787786  \n",
      "3569  1.363652  1.102803  \n",
      "...        ...       ...  \n",
      "1507  1.467137 -0.965544  \n",
      "4971  0.939320  0.627551  \n",
      "3108  0.892453  0.074631  \n",
      "1226  1.367297 -0.714502  \n",
      "2583  1.170003 -0.642959  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 4119    21.665918\n",
      "372     19.167603\n",
      "3929    18.031959\n",
      "1973    15.215504\n",
      "3569     4.603670\n",
      "          ...    \n",
      "1507    10.685297\n",
      "4971    23.226194\n",
      "3108    12.037935\n",
      "1226    13.664913\n",
      "2583    11.281575\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 4119     True\n",
      "372      True\n",
      "3929     True\n",
      "1973     True\n",
      "3569    False\n",
      "        ...  \n",
      "1507     True\n",
      "4971     True\n",
      "3108     True\n",
      "1226     True\n",
      "2583     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3554 -0.222735 -0.346967  2.680898  1.226238  0.317267  1.600371  0.454741   \n",
      "3994  1.194213  0.618274  0.656493 -1.203912 -1.352883  1.767519 -0.159770   \n",
      "1760 -2.239215 -0.690167  1.085558 -1.267144  1.850300  0.861969 -0.719408   \n",
      "1748 -1.565292  2.007472 -0.845648 -0.215825 -0.630365  1.091860  0.990691   \n",
      "1384 -0.811669  0.606014 -1.213243  0.019066 -0.051212  0.565750 -0.623958   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4118 -1.114762 -0.152649  0.515740 -1.948279  0.908050  0.563316 -0.097807   \n",
      "2774  0.102408  0.384608 -0.519023 -0.968537  0.304392  1.197624 -0.587061   \n",
      "317  -0.406155 -0.668102  1.997684 -0.215142  1.339109  0.392120 -0.288618   \n",
      "810  -0.062932 -1.587985 -1.017453 -1.358398 -0.691975  0.919968  1.358411   \n",
      "2271 -1.697712  1.128807  0.707452 -1.988370  0.340045  1.705926  2.530514   \n",
      "\n",
      "            X1        X0  \n",
      "3554  0.317267  0.454741  \n",
      "3994 -1.352883 -0.159770  \n",
      "1760  1.850300 -0.719408  \n",
      "1748 -0.630365  0.990691  \n",
      "1384 -0.051212 -0.623958  \n",
      "...        ...       ...  \n",
      "4118  0.908050 -0.097807  \n",
      "2774  0.304392 -0.587061  \n",
      "317   1.339109 -0.288618  \n",
      "810  -0.691975  1.358411  \n",
      "2271  0.340045  2.530514  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3554    23.595041\n",
      "3994     7.749059\n",
      "1760     6.836280\n",
      "1748    16.192677\n",
      "1384     8.931158\n",
      "          ...    \n",
      "4118     3.919641\n",
      "2774     7.047757\n",
      "317     12.137265\n",
      "810     -7.522722\n",
      "2271    -2.478999\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3554     True\n",
      "3994     True\n",
      "1760     True\n",
      "1748     True\n",
      "1384     True\n",
      "        ...  \n",
      "4118     True\n",
      "2774     True\n",
      "317      True\n",
      "810     False\n",
      "2271    False\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "2943  0.210322  0.504581  1.169968 -0.127085  1.493260  1.605189  0.803052   \n",
      "1524 -2.944880  0.424792  1.586056  0.206984 -0.019012  1.644155  2.452151   \n",
      "1179 -0.108823  0.902757  0.778902  0.339470  1.416677  0.379246  0.855412   \n",
      "3983 -1.604766 -0.049549  0.262773 -0.492954 -0.268738  2.978200  0.349305   \n",
      "3775 -0.324658 -1.062535  0.005726 -0.870401  1.621996  0.965473 -0.455365   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "491  -0.676343  0.400896  3.058352 -0.972020  1.473206  0.742609  1.266343   \n",
      "3665 -1.630788  1.717551 -0.628928 -0.411995  0.390259  0.881842 -0.700918   \n",
      "1942 -2.631691 -0.088667  0.113700 -0.297016  0.560940 -0.986061  2.389590   \n",
      "4903 -1.470361  0.927818  0.673407 -1.947984  2.234930 -1.237438  1.152309   \n",
      "2875 -2.114806  0.056062  0.057519 -0.672777  1.330375  0.611317 -1.710180   \n",
      "\n",
      "            X1        X0  \n",
      "2943  1.493260  0.803052  \n",
      "1524 -0.019012  2.452151  \n",
      "1179  1.416677  0.855412  \n",
      "3983 -0.268738  0.349305  \n",
      "3775  1.621996 -0.455365  \n",
      "...        ...       ...  \n",
      "491   1.473206  1.266343  \n",
      "3665  0.390259 -0.700918  \n",
      "1942  0.560940  2.389590  \n",
      "4903  2.234930  1.152309  \n",
      "2875  1.330375 -1.710180  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 2943    20.315704\n",
      "1524    25.289960\n",
      "1179    19.796449\n",
      "3983    15.718831\n",
      "3775     7.741907\n",
      "          ...    \n",
      "491     17.753951\n",
      "3665    10.502258\n",
      "1942    -3.793639\n",
      "4903    -9.626413\n",
      "2875     4.872583\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 2943     True\n",
      "1524     True\n",
      "1179     True\n",
      "3983     True\n",
      "3775     True\n",
      "        ...  \n",
      "491      True\n",
      "3665     True\n",
      "1942    False\n",
      "4903    False\n",
      "2875     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "584  -0.470835  0.400342  0.707470 -1.039355 -0.521270  1.040148 -1.285718   \n",
      "361  -0.800545 -0.813003  0.820109 -1.025488  0.805436  0.845576  2.137845   \n",
      "333  -0.638973 -1.204684  1.287297 -0.585898  0.698366  2.859068 -0.420852   \n",
      "497  -1.975292 -1.294636 -0.361712  0.203809  1.512288  1.249916 -0.115719   \n",
      "1320 -1.274483  0.661235  1.323526 -0.365403  0.708961  2.031969  1.041121   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "4900 -1.492491 -0.319742  0.056702 -0.294751  0.296276  3.241472 -0.268867   \n",
      "4079 -0.545752 -0.533411 -0.322547 -1.217207  0.289481  1.361618 -0.343992   \n",
      "1467 -1.042900 -1.263519  0.636651 -0.257860  1.613558  0.715287  1.156387   \n",
      "749   0.191533 -0.592711 -0.310196 -1.290142 -0.579329  0.231764 -0.296661   \n",
      "3379 -0.143532  1.204605  2.042144 -2.551316  2.626669  0.250100 -1.417000   \n",
      "\n",
      "            X1        X0  \n",
      "584  -0.521270 -1.285718  \n",
      "361   0.805436  2.137845  \n",
      "333   0.698366 -0.420852  \n",
      "497   1.512288 -0.115719  \n",
      "1320  0.708961  1.041121  \n",
      "...        ...       ...  \n",
      "4900  0.296276 -0.268867  \n",
      "4079  0.289481 -0.343992  \n",
      "1467  1.613558  1.156387  \n",
      "749  -0.579329 -0.296661  \n",
      "3379  2.626669 -1.417000  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 584      3.966132\n",
      "361     15.409041\n",
      "333     13.243096\n",
      "497     13.451547\n",
      "1320    20.181778\n",
      "          ...    \n",
      "4900    15.424909\n",
      "4079    -3.453545\n",
      "1467    15.654761\n",
      "749      1.563944\n",
      "3379     2.474282\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 584      True\n",
      "361      True\n",
      "333      True\n",
      "497      True\n",
      "1320     True\n",
      "        ...  \n",
      "4900     True\n",
      "4079    False\n",
      "1467     True\n",
      "749      True\n",
      "3379     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n",
      "{'X':             W2        W4        W3        W1        X1        W0        X0  \\\n",
      "3003  0.363927  0.665771 -0.196421  1.314025 -0.030221  1.859175 -1.426725   \n",
      "3211 -2.172703  0.741949  1.664795  0.235195  1.455496  0.744536  0.836284   \n",
      "1340 -0.491651  2.099334  0.002413 -0.233030  0.296719 -0.266135  1.555696   \n",
      "4974  0.534275 -0.180563  0.857529  0.678457  0.267345  0.242391  1.159198   \n",
      "4193 -0.135605 -0.483899  0.548065 -0.537554  1.712391  0.238777  0.349417   \n",
      "...        ...       ...       ...       ...       ...       ...       ...   \n",
      "2625 -0.634496  0.694689 -0.937704 -0.593804 -0.650164  0.985653  1.603755   \n",
      "1210 -0.435610 -0.324276 -0.137590 -0.994618  1.411302  2.085497  0.105201   \n",
      "4140  0.629460  0.224077  0.253897 -1.621930  0.256264  0.550608 -0.289653   \n",
      "1280 -2.119181  0.077882 -1.611545 -0.499588  1.229137  2.894346  0.978797   \n",
      "2356 -1.200700  0.615170  1.649437 -0.621391  0.483184 -0.262153  1.391082   \n",
      "\n",
      "            X1        X0  \n",
      "3003 -0.030221 -1.426725  \n",
      "3211  1.455496  0.836284  \n",
      "1340  0.296719  1.555696  \n",
      "4974  0.267345  1.159198  \n",
      "4193  1.712391  0.349417  \n",
      "...        ...       ...  \n",
      "2625 -0.650164  1.603755  \n",
      "1210  1.411302  0.105201  \n",
      "4140  0.256264 -0.289653  \n",
      "1280  1.229137  0.978797  \n",
      "2356  0.483184  1.391082  \n",
      "\n",
      "[4000 rows x 9 columns], 'y': 3003    16.339278\n",
      "3211    20.817999\n",
      "1340    17.305946\n",
      "4974    18.579814\n",
      "4193    11.851706\n",
      "          ...    \n",
      "2625    -0.254422\n",
      "1210    12.393572\n",
      "4140     4.050896\n",
      "1280    18.256147\n",
      "2356    14.679876\n",
      "Name: y, Length: 4000, dtype: float64, 'treatment': 3003     True\n",
      "3211     True\n",
      "1340     True\n",
      "4974     True\n",
      "4193     True\n",
      "        ...  \n",
      "2625    False\n",
      "1210     True\n",
      "4140     True\n",
      "1280     True\n",
      "2356     True\n",
      "Name: v0, Length: 4000, dtype: bool}\n"
     ]
    }
   ],
   "source": [
    "refutation_list = []\n",
    "for estimand in identified_estimands:\n",
    "    for estimate in estimate_list: \n",
    "        for refuter in refuter_list:\n",
    "            ref = model.refute_estimate(estimand, estimate,method_name=refuter)\n",
    "            refutation_list.append(ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refutation Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "####### Refutation 1#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "Estimated effect:13.879166147783451\n",
      "New effect:13.953445971526296\n",
      "p value:0.38\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Refutation 2#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Use a subset of data\n",
      "\n",
      "Refute: Use a subset of data\n",
      "Estimated effect:13.879166147783451\n",
      "New effect:13.840281043290043\n",
      "p value:0.4\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Refutation 3#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "Estimated effect:14.961425818165385\n",
      "New effect:14.97968038230834\n",
      "p value:0.45\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Refutation 4#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Use a subset of data\n",
      "\n",
      "Refute: Use a subset of data\n",
      "Estimated effect:14.961425818165385\n",
      "New effect:14.958964391459405\n",
      "p value:0.43999999999999995\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Refutation 5#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "\n",
      "Refute: Bootstrap Sample Dataset\n",
      "Estimated effect:[12.82779527]\n",
      "New effect:12.896648276804534\n",
      "p value:[0.3]\n",
      "\n",
      "########################################################################################################\n",
      "\n",
      "####### Refutation 6#######################################################################################\n",
      "*** Class Name ***\n",
      "\n",
      "Refute: Use a subset of data\n",
      "\n",
      "Refute: Use a subset of data\n",
      "Estimated effect:[12.82779527]\n",
      "New effect:12.827589459953945\n",
      "p value:[0.48]\n",
      "\n",
      "########################################################################################################\n",
      "\n"
     ]
    }
   ],
   "source": [
    "refuter_count = 1\n",
    "if inspect_refutations is True:\n",
    "    for refutation in refutation_list:\n",
    "        print(\"####### Refutation {}#######################################################################################\".format(refuter_count))\n",
    "        print(\"*** Class Name ***\")\n",
    "        print()\n",
    "        print(refutation.refutation_type)\n",
    "        print()\n",
    "        print(refutation)\n",
    "        print(\"########################################################################################################\")\n",
    "        print()\n",
    "        refuter_count += 1"
   ]
  }
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